Decision Tree

import imblearn
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import sklearn

from sklearn.tree import DecisionTreeClassifier

from sklearn.decomposition import PCA
from sklearn.feature_selection import VarianceThreshold, SelectPercentile, f_classif, RFE, RFECV
from sklearn.metrics import auc, accuracy_score, classification_report, confusion_matrix, f1_score, precision_score, recall_score, roc_curve, roc_auc_score
from sklearn.model_selection import cross_val_score, GridSearchCV
from sklearn.preprocessing import OneHotEncoder

from sklearn import preprocessing

import pickle
from joblib import dump, load


%matplotlib inline
pd.set_option('display.max_colwidth', -1)
pd.set_option('display.max_columns', 500)

Understand Data

from google.colab import drive
drive.mount('/content/gdrive')
root_path = 'gdrive/My Drive/Colab Notebooks/' 

Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code

Enter your authorization code:
··········
Mounted at /content/gdrive

#features used to differentiate normal connections from attacks
field_names = pd.read_csv(root_path + "Cyber/Data/Field Names.csv", names=["header", "type"])

added_field_names = pd.DataFrame({"header":["attack", "cnt_correct"],"type":["Nominal", "Count"]})
field_names = field_names.append(added_field_names,sort=False).reset_index().drop("index", axis=1) 

#print data header horizontally for easier viewing
field_names1 = field_names.transpose()
field_names1.head()

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42
header	duration	protocol_type	service	flag	src_bytes	dst_bytes	land	wrong_fragment	urgent	hot	num_failed_logins	logged_in	num_compromised	root_shell	su_attempted	num_root	num_file_creations	num_shells	num_access_files	num_outbound_cmds	is_host_login	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	attack	cnt_correct
type	Numeric	Nominal	Nominal	Nominal	Numeric	Numeric	Binary	Numeric	Numeric	Numeric	Numeric	Binary	Numeric	Binary	Binary	Numeric	Numeric	Numeric	Numeric	Numeric	Binary	Binary	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Numeric	Nominal	Count

#Combine data file "KDDTrain+.txt" and  header file "Field Names.csv"
data = pd.read_csv(root_path + "Cyber/Data/KDDTrain+.txt", names=field_names["header"])
data.head(5)

	duration	protocol_type	service	flag	src_bytes	dst_bytes	land	wrong_fragment	urgent	hot	num_failed_logins	logged_in	num_compromised	root_shell	su_attempted	num_root	num_file_creations	num_shells	num_access_files	num_outbound_cmds	is_host_login	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	attack	cnt_correct
0	0	tcp	ftp_data	SF	491	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0.0	0.0	0.0	0.0	1.00	0.00	0.00	150	25	0.17	0.03	0.17	0.00	0.00	0.00	0.05	0.00	normal	20
1	0	udp	other	SF	146	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.00	0.00	normal	15
2	0	tcp	private	S0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.00	0.00	neptune	19
3	0	tcp	http	SF	232	8153	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.00	0.01	normal	21
4	0	tcp	http	SF	199	420	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	normal	21

Prepare Training and Test Data

#Training Data#
X_train_raw = data.drop(['attack', 'cnt_correct'], axis=1)
Y_train_raw = data[['attack']]

#X_train_raw.head()
print("Train Set shape", X_train_raw.shape)

Train Set shape (125973, 41)

#X_train_raw.head()
print("Train Set shape", Y_train_raw.shape)

Train Set shape (125973, 1)

# Process Training set and test set, converting normal connection to 0, attack to 1. 
for i, row in Y_train_raw.iterrows():
    #print(row['category'])
    if row['attack'] == 'normal':
        row['attack'] = 0
    else:
        row['attack'] = 1

Y_train_raw.head()

	attack
0	0
1	0
2	1
3	0
4	0

#Process Test Data 
data_test = pd.read_csv(root_path + "Cyber/Data/KDDTest+.txt", names=field_names["header"])

X_test_raw = data_test.drop(['attack', 'cnt_correct'], axis=1)
Y_test_raw = data_test[['attack']]

for i, row in Y_test_raw.iterrows():
    #print(row['category'])
    if row['attack'] == 'normal':
        row['attack'] = 0
    else:
        row['attack'] = 1
        
Y_test_raw.head()

	attack
0	1
1	1
2	0
3	1
4	1

#print the shape of the datasets
print("XTrain Set shape", X_train_raw.shape)
print("YTrain Set shape", Y_train_raw.shape)
print("XTest Set shape", X_test_raw.shape)
print("YTest Set shape", Y_test_raw.shape)

XTrain Set shape (125973, 41)
YTrain Set shape (125973, 1)
XTest Set shape (22544, 41)
YTest Set shape (22544, 1)

Apply One Hot Encoding

#print columns with categorical data 
field_names.loc[field_names['type'] =='Nominal'] ##only 3 symbolic protocol type, service, flag

	header	type
1	protocol_type	Nominal
2	service	Nominal
3	flag	Nominal
41	attack	Nominal

cat_columns = ["protocol_type", "service","flag"]

X_train = pd.get_dummies(X_train_raw, prefix_sep="__",
                              columns=cat_columns)

X_test = pd.get_dummies(X_test_raw, prefix_sep="__",
                              columns=cat_columns)

print("XTrain Set shape:", X_train.shape)
print("XTest Set shape:", X_test.shape)

XTrain Set shape: (125973, 122)
XTest Set shape: (22544, 116)

# Get missing columns in the training test
missing_cols = set(X_train.columns ) - set(X_test.columns )

# Add a missing column in test set with default value equal to 0
for c in missing_cols:
    X_test[c] = 0
    
# Ensure the order of column in the test set is in the same order than in train set
X_test = X_test[X_train.columns]

print("XTrain Set shape:", X_train.shape)
print("XTest Set shape:", X_test.shape)

XTrain Set shape: (125973, 122)
XTest Set shape: (22544, 122)

X_train.head()

	duration	src_bytes	dst_bytes	land	wrong_fragment	urgent	hot	num_failed_logins	logged_in	num_compromised	root_shell	su_attempted	num_root	num_file_creations	num_shells	num_access_files	num_outbound_cmds	is_host_login	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	protocol_type__icmp	protocol_type__tcp	protocol_type__udp	service__IRC	service__X11	service__Z39_50	service__aol	service__auth	service__bgp	service__courier	service__csnet_ns	service__ctf	service__daytime	service__discard	service__domain	service__domain_u	service__echo	service__eco_i	service__ecr_i	service__efs	service__exec	service__finger	service__ftp	service__ftp_data	service__gopher	service__harvest	service__hostnames	service__http	service__http_2784	service__http_443	service__http_8001	service__imap4	service__iso_tsap	service__klogin	service__kshell	service__ldap	service__link	service__login	service__mtp	service__name	service__netbios_dgm	service__netbios_ns	service__netbios_ssn	service__netstat	service__nnsp	service__nntp	service__ntp_u	service__other	service__pm_dump	service__pop_2	service__pop_3	service__printer	service__private	service__red_i	service__remote_job	service__rje	service__shell	service__smtp	service__sql_net	service__ssh	service__sunrpc	service__supdup	service__systat	service__telnet	service__tftp_u	service__tim_i	service__time	service__urh_i	service__urp_i	service__uucp	service__uucp_path	service__vmnet	service__whois	flag__OTH	flag__REJ	flag__RSTO	flag__RSTOS0	flag__RSTR	flag__S0	flag__S1	flag__S2	flag__S3	flag__SF	flag__SH
0	0	491	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0.0	0.0	0.0	0.0	1.00	0.00	0.00	150	25	0.17	0.03	0.17	0.00	0.00	0.00	0.05	0.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
1	0	146	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.00	0.00	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.00	0.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0
3	0	232	8153	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.00	0.01	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
4	0	199	420	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0

X_test.head()

	duration	src_bytes	dst_bytes	land	wrong_fragment	urgent	hot	num_failed_logins	logged_in	num_compromised	root_shell	su_attempted	num_root	num_file_creations	num_shells	num_access_files	num_outbound_cmds	is_host_login	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	protocol_type__icmp	protocol_type__tcp	protocol_type__udp	service__IRC	service__X11	service__Z39_50	service__aol	service__auth	service__bgp	service__courier	service__csnet_ns	service__ctf	service__daytime	service__discard	service__domain	service__domain_u	service__echo	service__eco_i	service__ecr_i	service__efs	service__exec	service__finger	service__ftp	service__ftp_data	service__gopher	service__harvest	service__hostnames	service__http	service__http_2784	service__http_443	service__http_8001	service__imap4	service__iso_tsap	service__klogin	service__kshell	service__ldap	service__link	service__login	service__mtp	service__name	service__netbios_dgm	service__netbios_ns	service__netbios_ssn	service__netstat	service__nnsp	service__nntp	service__ntp_u	service__other	service__pm_dump	service__pop_2	service__pop_3	service__printer	service__private	service__red_i	service__remote_job	service__rje	service__shell	service__smtp	service__sql_net	service__ssh	service__sunrpc	service__supdup	service__systat	service__telnet	service__tftp_u	service__tim_i	service__time	service__urh_i	service__urp_i	service__uucp	service__uucp_path	service__vmnet	service__whois	flag__OTH	flag__REJ	flag__RSTO	flag__RSTOS0	flag__RSTR	flag__S0	flag__S1	flag__S2	flag__S3	flag__SF	flag__SH
0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	229	10	0.0	0.00	1.0	1.0	0.04	0.06	0.00	255	10	0.04	0.06	0.00	0.00	0.0	0.0	1.00	1.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	136	1	0.0	0.00	1.0	1.0	0.01	0.06	0.00	255	1	0.00	0.06	0.00	0.00	0.0	0.0	1.00	1.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
2	2	12983	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0.0	0.00	0.0	0.0	1.00	0.00	0.00	134	86	0.61	0.04	0.61	0.02	0.0	0.0	0.00	0.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
3	0	20	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	65	0.0	0.00	0.0	0.0	1.00	0.00	1.00	3	57	1.00	0.00	1.00	0.28	0.0	0.0	0.00	0.00	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
4	1	0	15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	8	0.0	0.12	1.0	0.5	1.00	0.00	0.75	29	86	0.31	0.17	0.03	0.02	0.0	0.0	0.83	0.71	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0

y_train = Y_train_raw.astype('int')
y_test = Y_test_raw.astype('int')

Apply Decision Tree Without Data Processing

dt = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt.fit(X_train, y_train)
print("Accuracy on training set: {:.3f}".format(dt.score(X_train, y_train)))
print("Accuracy on test set: {:.3f}".format(dt.score(X_test, y_test)))

Accuracy on training set: 1.000
Accuracy on test set: 0.788

#fit the data
y_pred = dt.predict(X_test)

#print report
print(confusion_matrix(y_test, y_pred))  
print(classification_report(y_test, y_pred)) 

[[9351  360]
 [4425 8408]]
              precision    recall  f1-score   support

           0       0.68      0.96      0.80      9711
           1       0.96      0.66      0.78     12833

    accuracy                           0.79     22544
   macro avg       0.82      0.81      0.79     22544
weighted avg       0.84      0.79      0.79     22544

Normalization

X_train.head()

	duration	src_bytes	dst_bytes	land	wrong_fragment	urgent	hot	num_failed_logins	logged_in	num_compromised	root_shell	su_attempted	num_root	num_file_creations	num_shells	num_access_files	num_outbound_cmds	is_host_login	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	protocol_type__icmp	protocol_type__tcp	protocol_type__udp	service__IRC	service__X11	service__Z39_50	service__aol	service__auth	service__bgp	service__courier	service__csnet_ns	service__ctf	service__daytime	service__discard	service__domain	service__domain_u	service__echo	service__eco_i	service__ecr_i	service__efs	service__exec	service__finger	service__ftp	service__ftp_data	service__gopher	service__harvest	service__hostnames	service__http	service__http_2784	service__http_443	service__http_8001	service__imap4	service__iso_tsap	service__klogin	service__kshell	service__ldap	service__link	service__login	service__mtp	service__name	service__netbios_dgm	service__netbios_ns	service__netbios_ssn	service__netstat	service__nnsp	service__nntp	service__ntp_u	service__other	service__pm_dump	service__pop_2	service__pop_3	service__printer	service__private	service__red_i	service__remote_job	service__rje	service__shell	service__smtp	service__sql_net	service__ssh	service__sunrpc	service__supdup	service__systat	service__telnet	service__tftp_u	service__tim_i	service__time	service__urh_i	service__urp_i	service__uucp	service__uucp_path	service__vmnet	service__whois	flag__OTH	flag__REJ	flag__RSTO	flag__RSTOS0	flag__RSTR	flag__S0	flag__S1	flag__S2	flag__S3	flag__SF	flag__SH
0	0	491	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0.0	0.0	0.0	0.0	1.00	0.00	0.00	150	25	0.17	0.03	0.17	0.00	0.00	0.00	0.05	0.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
1	0	146	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.00	0.00	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.00	0.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0
3	0	232	8153	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.00	0.01	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
4	0	199	420	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0

# Replace the following columns with the log of themselves 
'''If you have variables that always get positive numbers, such as lenght, weight, etc., and that showes 
much more variation with higher values (heteroscedasticity), a log-normal distribution (i.e., normal after 
log-transformation) might be a clearly better description of the data than a normal distribution.
Log-transforming that kind of variables makes the distributions more normally distributed, stabilizes the variances, 
but also makes your model multiplative on the raw scale instead of additive. '''

log_cols = ["duration", "src_bytes", "dst_bytes", "hot", "num_failed_logins", "num_compromised", "num_root", "num_file_creations", 
            "num_shells", "num_access_files"]

dataframe = X_train

for log_col in log_cols:
    if log_col in dataframe.columns:
        print("Processing column: %s" %(log_col))
        dataframe[log_col] = dataframe[log_col].map(lambda x: max(np.log(x), 0))
    else:
        pass

Processing column: duration

/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: RuntimeWarning: divide by zero encountered in log
  from ipykernel import kernelapp as app

Processing column: src_bytes
Processing column: dst_bytes
Processing column: hot
Processing column: num_failed_logins
Processing column: num_compromised
Processing column: num_root
Processing column: num_file_creations
Processing column: num_shells
Processing column: num_access_files

#Normalize columns with numeric data (binary data is not normalized)
numeric_cols = list(field_names["header"][field_names["type"] == "Numeric"])
numeric_cols.remove("num_outbound_cmds")
print(numeric_cols)

['duration', 'src_bytes', 'dst_bytes', 'wrong_fragment', 'urgent', 'hot', 'num_failed_logins', 'num_compromised', 'num_root', 'num_file_creations', 'num_shells', 'num_access_files', 'count', 'srv_count', 'serror_rate', 'srv_serror_rate', 'rerror_rate', 'srv_rerror_rate', 'same_srv_rate', 'diff_srv_rate', 'srv_diff_host_rate', 'dst_host_count', 'dst_host_srv_count', 'dst_host_same_srv_rate', 'dst_host_diff_srv_rate', 'dst_host_same_src_port_rate', 'dst_host_srv_diff_host_rate', 'dst_host_serror_rate', 'dst_host_srv_serror_rate', 'dst_host_rerror_rate', 'dst_host_srv_rerror_rate']

#normalize these columns
X_train_norm = dataframe

norm_type = "mean-std"

for numeric_col in numeric_cols:
    print("Processing column: %s" %(numeric_col))
    tr_values = X_train_norm[numeric_col]
    
    if norm_type == "min-max":
        X_train_norm[numeric_col] = (tr_values - np.min(tr_values))/(np.max(tr_values) - np.min(tr_values))
        X_train_norm[numeric_col] = X_train_norm[numeric_col].astype("float64")
    elif norm_type == "mean-std":
        X_train_norm[numeric_col] = (tr_values - np.min(tr_values))/np.std(tr_values)
        X_train_norm[numeric_col] = X_train_norm[numeric_col].astype("float64")
    else:
        pass

Processing column: duration
Processing column: src_bytes
Processing column: dst_bytes
Processing column: wrong_fragment
Processing column: urgent
Processing column: hot
Processing column: num_failed_logins
Processing column: num_compromised
Processing column: num_root
Processing column: num_file_creations
Processing column: num_shells
Processing column: num_access_files
Processing column: count
Processing column: srv_count
Processing column: serror_rate
Processing column: srv_serror_rate
Processing column: rerror_rate
Processing column: srv_rerror_rate
Processing column: same_srv_rate
Processing column: diff_srv_rate
Processing column: srv_diff_host_rate
Processing column: dst_host_count
Processing column: dst_host_srv_count
Processing column: dst_host_same_srv_rate
Processing column: dst_host_diff_srv_rate
Processing column: dst_host_same_src_port_rate
Processing column: dst_host_srv_diff_host_rate
Processing column: dst_host_serror_rate
Processing column: dst_host_srv_serror_rate
Processing column: dst_host_rerror_rate
Processing column: dst_host_srv_rerror_rate

X_train_norm.head(5)

	duration	src_bytes	dst_bytes	land	wrong_fragment	urgent	hot	num_failed_logins	logged_in	num_compromised	root_shell	su_attempted	num_root	num_file_creations	num_shells	num_access_files	num_outbound_cmds	is_host_login	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	protocol_type__icmp	protocol_type__tcp	protocol_type__udp	service__IRC	service__X11	service__Z39_50	service__aol	service__auth	service__bgp	service__courier	service__csnet_ns	service__ctf	service__daytime	service__discard	service__domain	service__domain_u	service__echo	service__eco_i	service__ecr_i	service__efs	service__exec	service__finger	service__ftp	service__ftp_data	service__gopher	service__harvest	service__hostnames	service__http	service__http_2784	service__http_443	service__http_8001	service__imap4	service__iso_tsap	service__klogin	service__kshell	service__ldap	service__link	service__login	service__mtp	service__name	service__netbios_dgm	service__netbios_ns	service__netbios_ssn	service__netstat	service__nnsp	service__nntp	service__ntp_u	service__other	service__pm_dump	service__pop_2	service__pop_3	service__printer	service__private	service__red_i	service__remote_job	service__rje	service__shell	service__smtp	service__sql_net	service__ssh	service__sunrpc	service__supdup	service__systat	service__telnet	service__tftp_u	service__tim_i	service__time	service__urh_i	service__urp_i	service__uucp	service__uucp_path	service__vmnet	service__whois	flag__OTH	flag__REJ	flag__RSTO	flag__RSTOS0	flag__RSTR	flag__S0	flag__S1	flag__S2	flag__S3	flag__SF	flag__SH
0	0.0	2.068858	0.000000	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.017466	0.027535	0.000000	0.000000	0.0	0.0	2.274686	0.000000	0.000000	1.512008	0.225831	0.378663	0.158796	0.550169	0.000000	0.000000	0.000000	0.163102	0.000000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
1	0.0	1.663918	0.000000	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.113529	0.013767	0.000000	0.000000	0.0	0.0	0.181975	0.831884	0.000000	2.570414	0.009033	0.000000	3.175930	2.847934	0.000000	0.000000	0.000000	0.000000	0.000000	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
2	0.0	0.000000	0.000000	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	1.074159	0.082604	2.239873	2.237033	0.0	0.0	0.113734	0.388212	0.000000	2.570414	0.234864	0.222743	0.264661	0.000000	0.000000	2.248291	2.243826	0.000000	0.000000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0
3	0.0	1.818547	2.537965	0	0.0	0.0	0.0	0.0	1	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.043665	0.068837	0.447975	0.447407	0.0	0.0	2.274686	0.000000	0.000000	0.302402	2.303475	2.227432	0.000000	0.097089	0.355355	0.067449	0.022438	0.000000	0.031303	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
4	0.0	1.767319	1.702167	0	0.0	0.0	0.0	0.0	1	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.261990	0.440556	0.000000	0.000000	0.0	0.0	2.274686	0.000000	0.346381	2.570414	2.303475	2.227432	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0

# Replace the following columns with the log of themselves because they have very big range
dataframe_test = X_test

for log_col in log_cols:
    if log_col in dataframe_test.columns:
        print("Processing column: %s" %(log_col))
        dataframe_test[log_col] = dataframe_test[log_col].map(lambda x: max(np.log(x), 0))
    else:
        pass

Processing column: duration

/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: RuntimeWarning: divide by zero encountered in log
  

Processing column: src_bytes
Processing column: dst_bytes
Processing column: hot
Processing column: num_failed_logins
Processing column: num_compromised
Processing column: num_root
Processing column: num_file_creations
Processing column: num_shells
Processing column: num_access_files

#normalize these columns
X_test_norm = dataframe_test

#normalisation
for numeric_col in numeric_cols:
    print("Processing column: %s" %(numeric_col))
    values_test = X_test_norm[numeric_col]
    
    if norm_type == "min-max":
        X_test_norm[numeric_col] = (values_test - np.min(values_test))/(np.max(values_test) - np.min(values_test))
        X_test_norm[numeric_col] = X_test_norm[numeric_col].astype("float64")
    elif norm_type == "mean-std":
        X_test_norm[numeric_col] = (values_test - np.min(values_test))/np.std(values_test)
        X_test_norm[numeric_col] = X_test_norm[numeric_col].astype("float64")
    else:
        pass

Processing column: duration
Processing column: src_bytes
Processing column: dst_bytes
Processing column: wrong_fragment
Processing column: urgent
Processing column: hot
Processing column: num_failed_logins
Processing column: num_compromised
Processing column: num_root
Processing column: num_file_creations
Processing column: num_shells
Processing column: num_access_files
Processing column: count
Processing column: srv_count
Processing column: serror_rate
Processing column: srv_serror_rate
Processing column: rerror_rate
Processing column: srv_rerror_rate
Processing column: same_srv_rate
Processing column: diff_srv_rate
Processing column: srv_diff_host_rate
Processing column: dst_host_count
Processing column: dst_host_srv_count
Processing column: dst_host_same_srv_rate
Processing column: dst_host_diff_srv_rate
Processing column: dst_host_same_src_port_rate
Processing column: dst_host_srv_diff_host_rate
Processing column: dst_host_serror_rate
Processing column: dst_host_srv_serror_rate
Processing column: dst_host_rerror_rate
Processing column: dst_host_srv_rerror_rate

X_test_norm.head()

	duration	src_bytes	dst_bytes	land	wrong_fragment	urgent	hot	num_failed_logins	logged_in	num_compromised	root_shell	su_attempted	num_root	num_file_creations	num_shells	num_access_files	num_outbound_cmds	is_host_login	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	protocol_type__icmp	protocol_type__tcp	protocol_type__udp	service__IRC	service__X11	service__Z39_50	service__aol	service__auth	service__bgp	service__courier	service__csnet_ns	service__ctf	service__daytime	service__discard	service__domain	service__domain_u	service__echo	service__eco_i	service__ecr_i	service__efs	service__exec	service__finger	service__ftp	service__ftp_data	service__gopher	service__harvest	service__hostnames	service__http	service__http_2784	service__http_443	service__http_8001	service__imap4	service__iso_tsap	service__klogin	service__kshell	service__ldap	service__link	service__login	service__mtp	service__name	service__netbios_dgm	service__netbios_ns	service__netbios_ssn	service__netstat	service__nnsp	service__nntp	service__ntp_u	service__other	service__pm_dump	service__pop_2	service__pop_3	service__printer	service__private	service__red_i	service__remote_job	service__rje	service__shell	service__smtp	service__sql_net	service__ssh	service__sunrpc	service__supdup	service__systat	service__telnet	service__tftp_u	service__tim_i	service__time	service__urh_i	service__urp_i	service__uucp	service__uucp_path	service__vmnet	service__whois	flag__OTH	flag__REJ	flag__RSTO	flag__RSTOS0	flag__RSTR	flag__S0	flag__S1	flag__S2	flag__S3	flag__SF	flag__SH
0	0.000000	0.000000	0.000000	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	1.781597	0.112283	0.0	0.000000	2.40322	2.402658	0.096973	0.231542	0.000000	2.711797	0.089460	0.091811	0.271848	0.000000	0.000000	0.0	0.0	2.582510	2.494599	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
1	0.000000	0.000000	0.000000	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	1.058066	0.011228	0.0	0.000000	2.40322	2.402658	0.024243	0.231542	0.000000	2.711797	0.008946	0.000000	0.271848	0.000000	0.000000	0.0	0.0	2.582510	2.494599	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
2	0.358104	2.982939	0.000000	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.007780	0.011228	0.0	0.000000	0.00000	0.000000	2.424320	0.000000	0.000000	1.425023	0.769358	1.400115	0.181232	1.991762	0.234214	0.0	0.0	0.000000	0.000000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
3	0.000000	0.943481	0.000000	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.007780	0.729840	0.0	0.000000	0.00000	0.000000	2.424320	0.000000	3.944156	0.031903	0.509923	2.295271	0.000000	3.265184	3.278996	0.0	0.0	0.000000	0.000000	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
4	0.000000	0.000000	0.788089	0	0.0	0.0	0.0	0.0	0	0.0	0	0	0.0	0.0	0.0	0.0	0	0	0	0.007780	0.089827	0.0	0.402246	2.40322	1.201329	2.424320	0.000000	2.958117	0.308400	0.769358	0.711534	0.770235	0.097956	0.234214	0.0	0.0	2.143483	1.771165	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0

print("XTrain Set shape:",X_train_norm.shape)
print("XTest Set shape:", X_test_norm.shape)

XTrain Set shape: (125973, 122)
XTest Set shape: (22544, 122)

Apply Decision Tree After Data Normalisation

dt_norm = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_norm.fit(X_train_norm, y_train)
print("Accuracy on normalized training set: {:.3f}".format(dt_norm.score(X_train_norm, y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_norm.score(X_test_norm, y_test)))

Accuracy on normalized training set: 1.000
Accuracy on normalized test set: 0.783

#fit the data
y_pred_norm = dt_norm.predict(X_test_norm)

#print report
print(confusion_matrix(y_test, y_pred_norm))  
print(classification_report(y_test, y_pred_norm))

[[9261  450]
 [4432 8401]]
              precision    recall  f1-score   support

           0       0.68      0.95      0.79      9711
           1       0.95      0.65      0.77     12833

    accuracy                           0.78     22544
   macro avg       0.81      0.80      0.78     22544
weighted avg       0.83      0.78      0.78     22544

Apply Variance Thresholding

# Create VarianceThreshold object with a variance with a threshold of 0.5
thresholder = VarianceThreshold(threshold=.90)

# Conduct variance thresholding
X_train_var = thresholder.fit_transform(X_train_norm)
X_test_var = thresholder.fit_transform(X_test_norm)

print("XTrain Set shape:",X_train_var.shape)
print("XTest Set shape:", X_test_var.shape)

XTrain Set shape: (125973, 31)
XTest Set shape: (22544, 31)

Apply KNN After Variance Thresholding

dt_var = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_var.fit(X_train_var, y_train)
print("Accuracy on normalized training set: {:.3f}".format(dt_var.score(X_train_var, y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_var.score(X_test_var, y_test)))

Accuracy on normalized training set: 1.000
Accuracy on normalized test set: 0.789

#fit the data
y_pred_var = dt_var.predict(X_test_var)

#print report
print(confusion_matrix(y_test, y_pred_var))  
print(classification_report(y_test, y_pred_var))

[[9428  283]
 [4479 8354]]
              precision    recall  f1-score   support

           0       0.68      0.97      0.80      9711
           1       0.97      0.65      0.78     12833

    accuracy                           0.79     22544
   macro avg       0.82      0.81      0.79     22544
weighted avg       0.84      0.79      0.79     22544

Apply F-Test

#Set how floating-point errors are handled.
np.seterr(divide='ignore', invalid='ignore');

selector = SelectPercentile(f_classif, percentile=10)
selector = selector.fit(X_train_norm, y_train.values.ravel())

/usr/local/lib/python3.6/dist-packages/sklearn/feature_selection/univariate_selection.py:114: UserWarning: Features [16] are constant.
  UserWarning)

X_train_f = list(X_train_norm.columns[selector.get_support(indices=True)])
X_train_f 

['src_bytes',
 'dst_bytes',
 'logged_in',
 'count',
 'serror_rate',
 'srv_serror_rate',
 'same_srv_rate',
 'dst_host_srv_count',
 'dst_host_same_srv_rate',
 'dst_host_serror_rate',
 'dst_host_srv_serror_rate',
 'flag__S0',
 'flag__SF']

Apply Decision Tree After F-test

dt_f = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_f.fit(X_train_norm[X_train_f], y_train)
print("Accuracy on normalized training set: {:.3f}".format(dt_f.score(X_train_norm[X_train_f], y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_f.score(X_test_norm[X_train_f], y_test)))

Accuracy on normalized training set: 1.000
Accuracy on normalized test set: 0.776

#fit the data
y_pred_f = dt_f.predict(X_test_norm[X_train_f])

#print report
print(confusion_matrix(y_test, y_pred_f))  
print(classification_report(y_test, y_pred_f))

[[9374  337]
 [4706 8127]]
              precision    recall  f1-score   support

           0       0.67      0.97      0.79      9711
           1       0.96      0.63      0.76     12833

    accuracy                           0.78     22544
   macro avg       0.81      0.80      0.78     22544
weighted avg       0.83      0.78      0.77     22544

Apply RFE

Feature ranking with recursive feature elimination.

dt_rfe = RFE(estimator=DecisionTreeClassifier(random_state=0), n_features_to_select=15, step=1)
dt_rfe.fit(X_train_norm, y_train.values.ravel())

RFE(estimator=DecisionTreeClassifier(class_weight=None, criterion='gini',
                                     max_depth=None, max_features=None,
                                     max_leaf_nodes=None,
                                     min_impurity_decrease=0.0,
                                     min_impurity_split=None,
                                     min_samples_leaf=1, min_samples_split=2,
                                     min_weight_fraction_leaf=0.0,
                                     presort=False, random_state=0,
                                     splitter='best'),
    n_features_to_select=15, step=1, verbose=0)

rfe_features = list(X_train.columns[dt_rfe.get_support(indices=True)])
rfe_features

['duration',
 'src_bytes',
 'dst_bytes',
 'hot',
 'logged_in',
 'rerror_rate',
 'dst_host_same_srv_rate',
 'dst_host_same_src_port_rate',
 'dst_host_srv_diff_host_rate',
 'dst_host_serror_rate',
 'dst_host_rerror_rate',
 'service__ecr_i',
 'service__ftp_data',
 'service__http',
 'service__private']

Apply Decision Tree After RFE

print("Accuracy on normalized training set: {:.3f}".format(dt_rfe.score(X_train_norm, y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_rfe.score(X_test_norm, y_test)))

Accuracy on normalized training set: 1.000
Accuracy on normalized test set: 0.826

#predict the data
y_pred_rfe = dt_rfe.predict(X_test_norm)

#print report
print(confusion_matrix(y_test, y_pred_rfe))  
print(classification_report(y_test, y_pred_rfe))

[[8681 1030]
 [2894 9939]]
              precision    recall  f1-score   support

           0       0.75      0.89      0.82      9711
           1       0.91      0.77      0.84     12833

    accuracy                           0.83     22544
   macro avg       0.83      0.83      0.83     22544
weighted avg       0.84      0.83      0.83     22544

Apply PCA

# correlation matrix (before stdze)
corm = X_train_norm.corr()
print('Corelation Matrix:\n',corm)

Corelation Matrix:
                      duration  src_bytes  dst_bytes      land  wrong_fragment  \
duration             1.000000  0.079578   0.076595  -0.002965 -0.018832         
src_bytes            0.079578  1.000000   0.703414  -0.015090  0.011926         
dst_bytes            0.076595  0.703414   1.000000  -0.012235 -0.077538         
land                -0.002965 -0.015090  -0.012235   1.000000 -0.001261         
wrong_fragment      -0.018832  0.011926  -0.077538  -0.001261  1.000000         
urgent               0.029815  0.007628   0.015093  -0.000109 -0.000692         
hot                  0.152718  0.164338   0.153468  -0.001604 -0.010185         
num_failed_logins    0.037317  0.009299   0.016417  -0.000161 -0.001020         
logged_in           -0.022572  0.760979   0.817211  -0.011402 -0.072418         
num_compromised      0.175583  0.040513   0.078751  -0.000524 -0.003328         
root_shell           0.097110  0.035579   0.072479  -0.000516 -0.003280         
su_attempted         0.123021  0.027504   0.056842  -0.000344 -0.002187         
num_root             0.112875  0.051592   0.033188  -0.000648 -0.004115         
num_file_creations   0.138779  0.047012   0.051581  -0.000409 -0.002598         
num_shells           0.020396  0.005689   0.009097  -0.000089 -0.000564         
num_access_files     0.095510  0.025111   0.040844  -0.000277 -0.001757         
num_outbound_cmds   NaN       NaN        NaN        NaN       NaN               
is_host_login        0.006989  0.001903   0.004664  -0.000040 -0.000252         
is_guest_login       0.163248  0.111500   0.125166  -0.001374 -0.008728         
count               -0.147659 -0.466580  -0.497102  -0.009837 -0.020819         
srv_count           -0.075337  0.155151  -0.049111  -0.005031  0.024457         
serror_rate         -0.131999 -0.656535  -0.530381   0.021734 -0.043316         
srv_serror_rate     -0.131536 -0.655029  -0.527152   0.022614 -0.056549         
rerror_rate          0.127778 -0.378515  -0.304443  -0.004096 -0.033052         
srv_rerror_rate      0.127156 -0.371869  -0.298463  -0.005275 -0.033507         
same_srv_rate        0.125614  0.758159   0.640898   0.008739  0.054759         
diff_srv_rate        0.014205 -0.218789  -0.231197  -0.001551 -0.026638         
srv_diff_host_rate  -0.042152  0.165185   0.094739   0.038102 -0.026247         
dst_host_count       0.035403 -0.364206  -0.324894  -0.025499  0.041056         
dst_host_srv_count  -0.165347  0.604512   0.738407  -0.014159 -0.045240         
...                       ...       ...        ...        ...       ...         
service__remote_job -0.002893 -0.026660  -0.021617  -0.000351 -0.002227         
service__rje        -0.003268 -0.027994  -0.022699  -0.000368 -0.002339         
service__shell       0.000200 -0.020577  -0.019187  -0.000320 -0.002033         
service__smtp        0.017093  0.301912   0.174791  -0.003498 -0.022215         
service__sql_net    -0.007834 -0.047280  -0.038336  -0.000622 -0.003950         
service__ssh        -0.006687 -0.051361  -0.039757  -0.000701 -0.004452         
service__sunrpc     -0.009812 -0.058732  -0.047833  -0.000776 -0.004929         
service__supdup     -0.012855 -0.070536  -0.057193  -0.000928 -0.005893         
service__systat     -0.011898 -0.066032  -0.053541  -0.000869 -0.005517         
service__telnet      0.155106 -0.042051   0.021681   0.002219 -0.012346         
service__tftp_u     -0.001027 -0.005227  -0.004238  -0.000069 -0.000437         
service__tim_i      -0.001677  0.007714  -0.006921  -0.000112 -0.000713         
service__time       -0.010725 -0.077175  -0.059407  -0.001018 -0.006465         
service__urh_i      -0.001875  0.001366  -0.007738  -0.000126 -0.000797         
service__urp_i      -0.014583  0.037179  -0.060179  -0.000976 -0.006201         
service__uucp       -0.015743 -0.084359  -0.068460  -0.001112 -0.007063         
service__uucp_path  -0.014581 -0.079428  -0.064403  -0.001045 -0.006636         
service__vmnet      -0.013847 -0.075141  -0.060928  -0.000988 -0.006278         
service__whois      -0.014605 -0.079659  -0.064591  -0.001048 -0.006656         
flag__OTH           -0.004022 -0.016707  -0.009900  -0.000269 -0.001710         
flag__REJ           -0.064505 -0.335120  -0.271728  -0.004408 -0.027999         
flag__RSTO          -0.005816 -0.105012  -0.079745  -0.001579 -0.010027         
flag__RSTOS0         0.014066 -0.021261  -0.024843  -0.000403 -0.002560         
flag__RSTR           0.434367 -0.111107  -0.087721  -0.001972 -0.012526         
flag__S0            -0.130147 -0.662250  -0.537081   0.022781 -0.055342         
flag__S1            -0.011344  0.048559   0.059948  -0.000759 -0.004824         
flag__S2             0.003687  0.027261   0.012499  -0.000448 -0.002843         
flag__S3             0.010986  0.025419   0.010284  -0.000278 -0.001765         
flag__SF             0.036699  0.851260   0.687532  -0.017074  0.073840         
flag__SH            -0.009771 -0.049731  -0.040323  -0.000654 -0.004155         

                       urgent       hot  num_failed_logins  logged_in  \
duration             0.029815  0.152718  0.037317          -0.022572    
src_bytes            0.007628  0.164338  0.009299           0.760979    
dst_bytes            0.015093  0.153468  0.016417           0.817211    
land                -0.000109 -0.001604 -0.000161          -0.011402    
wrong_fragment      -0.000692 -0.010185 -0.001020          -0.072418    
urgent               1.000000 -0.000880  0.125616           0.007299    
hot                 -0.000880  1.000000 -0.001297           0.139751    
num_failed_logins    0.125616 -0.001297  1.000000           0.003475    
logged_in            0.007299  0.139751  0.003475           1.000000    
num_compromised      0.119116  0.014009  0.070537           0.045955    
root_shell           0.075199  0.025874  0.031466           0.045290    
su_attempted         0.097710  0.001109  0.061410           0.030196    
num_root             0.104150  0.002578  0.053319           0.056822    
num_file_creations   0.034349  0.028821  0.039770           0.035720    
num_shells          -0.000049  0.018399 -0.000072           0.007785    
num_access_files    -0.000152  0.000594 -0.000224           0.024263    
num_outbound_cmds   NaN       NaN       NaN                NaN          
is_host_login       -0.000022 -0.000321 -0.000032           0.003482    
is_guest_login      -0.000754  0.918311  0.008234           0.119678    
count               -0.005615 -0.082145 -0.008265          -0.539754    
srv_count           -0.002848 -0.040993 -0.004196          -0.199744    
serror_rate         -0.004929 -0.069626 -0.006252          -0.491925    
srv_serror_rate     -0.004889 -0.069355 -0.007203          -0.490167    
rerror_rate         -0.002896 -0.037654  0.001608          -0.287514    
srv_rerror_rate     -0.002897 -0.034811  0.001549          -0.283532    
same_srv_rate        0.005967  0.083475  0.007764           0.600536    
diff_srv_rate       -0.002705 -0.021132  0.001022          -0.221323    
srv_diff_host_rate  -0.002898 -0.026047 -0.004269           0.131074    
dst_host_count      -0.006941 -0.021957 -0.005822          -0.401084    
dst_host_srv_count  -0.007897 -0.054255 -0.010117           0.624365    
...                       ...       ...       ...                ...    
service__remote_job -0.000193 -0.002833 -0.000284          -0.020143    
service__rje        -0.000202 -0.002975 -0.000298          -0.021152    
service__shell      -0.000176 -0.002586 -0.000259          -0.016958    
service__smtp       -0.001920 -0.026690 -0.002830           0.280872    
service__sql_net    -0.000341 -0.005024 -0.000503          -0.035724    
service__ssh        -0.000385 -0.005662 -0.000567          -0.035353    
service__sunrpc     -0.000426 -0.006269 -0.000628          -0.044573    
service__supdup     -0.000509 -0.007496 -0.000751          -0.053295    
service__systat     -0.000477 -0.007017 -0.000703          -0.049892    
service__telnet      0.043828 -0.003155  0.075947          -0.011531    
service__tftp_u     -0.000038 -0.000555 -0.000056          -0.003949    
service__tim_i      -0.000062 -0.000907 -0.000091          -0.006449    
service__time       -0.000559 -0.008222 -0.000823          -0.057784    
service__urh_i      -0.000069 -0.001014 -0.000102          -0.007211    
service__urp_i      -0.000536 -0.007887 -0.000790          -0.056078    
service__uucp       -0.000611 -0.008984 -0.000900          -0.063256    
service__uucp_path  -0.000574 -0.008440 -0.000845          -0.060014    
service__vmnet      -0.000543 -0.007985 -0.000800          -0.056775    
service__whois      -0.000575 -0.008465 -0.000848          -0.060189    
flag__OTH           -0.000148  0.006769 -0.000218          -0.012918    
flag__REJ           -0.002421 -0.035612 -0.003566          -0.253209    
flag__RSTO          -0.000867 -0.009321  0.011655          -0.070580    
flag__RSTOS0        -0.000221 -0.003256 -0.000326          -0.023150    
flag__RSTR          -0.001083 -0.010221  0.001693          -0.093418    
flag__S0            -0.004784 -0.070388 -0.007049          -0.500442    
flag__S1            -0.000417  0.000116 -0.000614           0.052719    
flag__S2            -0.000246  0.023145 -0.000362           0.033628    
flag__S3            -0.000153  0.001043 -0.000225           0.019436    
flag__SF             0.006383  0.088649  0.005570           0.641738    
flag__SH            -0.000359 -0.005285 -0.000529          -0.037575    

                     num_compromised  root_shell  su_attempted  num_root  \
duration             0.175583         0.097110    0.123021      0.112875   
src_bytes            0.040513         0.035579    0.027504      0.051592   
dst_bytes            0.078751         0.072479    0.056842      0.033188   
land                -0.000524        -0.000516   -0.000344     -0.000648   
wrong_fragment      -0.003328        -0.003280   -0.002187     -0.004115   
urgent               0.119116         0.075199    0.097710      0.104150   
hot                  0.014009         0.025874    0.001109      0.002578   
num_failed_logins    0.070537         0.031466    0.061410      0.053319   
logged_in            0.045955         0.045290    0.030196      0.056822   
num_compromised      1.000000         0.556421    0.829692      0.791785   
root_shell           0.556421         1.000000    0.609083      0.503078   
su_attempted         0.829692         0.609083    1.000000      0.759221   
num_root             0.791785         0.503078    0.759221      1.000000   
num_file_creations   0.120169         0.097784    0.067010      0.092156   
num_shells           0.052325         0.137468   -0.000154      0.048748   
num_access_files     0.603952         0.385079    0.608358      0.545117   
num_outbound_cmds   NaN              NaN         NaN           NaN         
is_host_login        0.044354        -0.000103   -0.000069      0.039496   
is_guest_login      -0.003627        -0.003575   -0.002383     -0.004485   
count               -0.026385        -0.025630   -0.017729     -0.033084   
srv_count           -0.013618        -0.011892   -0.008990     -0.016795   
serror_rate         -0.016447        -0.018220   -0.007302     -0.022944   
srv_serror_rate     -0.017211        -0.017796   -0.006790     -0.023006   
rerror_rate         -0.009453        -0.008983   -0.005856     -0.014232   
srv_rerror_rate     -0.009646        -0.009368   -0.006434     -0.014550   
same_srv_rate        0.027330         0.027652    0.018448      0.032942   
diff_srv_rate       -0.011969        -0.009810   -0.006595     -0.006174   
srv_diff_host_rate  -0.013802        -0.012126   -0.009153     -0.012533   
dst_host_count      -0.016317        -0.029885   -0.013014     -0.029532   
dst_host_srv_count  -0.030042        -0.006491   -0.021037     -0.032075   
...                       ...              ...         ...           ...   
service__remote_job -0.000926        -0.000912   -0.000608     -0.001145   
service__rje        -0.000972        -0.000958   -0.000639     -0.001202   
service__shell      -0.000845        -0.000833   -0.000555      0.001915   
service__smtp       -0.009233        -0.009099   -0.005315     -0.011272   
service__sql_net    -0.001642        -0.001618   -0.001079     -0.002030   
service__ssh        -0.001850        -0.001823   -0.001216     -0.002288   
service__sunrpc     -0.002048        -0.002019   -0.001346     -0.002533   
service__supdup     -0.002449        -0.002414   -0.001609     -0.003028   
service__systat     -0.002293        -0.002260   -0.001507     -0.002835   
service__telnet      0.259488         0.161539    0.175823      0.159280   
service__tftp_u     -0.000181        -0.000179   -0.000119     -0.000224   
service__tim_i      -0.000296        -0.000292   -0.000195     -0.000366   
service__time       -0.002687        -0.002648   -0.001765     -0.003322   
service__urh_i      -0.000331        -0.000327   -0.000218     -0.000410   
service__urp_i      -0.002577        -0.002540   -0.001693     -0.003186   
service__uucp       -0.002936        -0.002893   -0.001929     -0.003630   
service__uucp_path  -0.002758        -0.002718   -0.001812     -0.003410   
service__vmnet      -0.002609        -0.002571   -0.001714     -0.003226   
service__whois      -0.002766        -0.002726   -0.001817     -0.003420   
flag__OTH           -0.000711        -0.000701   -0.000467     -0.000879   
flag__REJ           -0.011636        -0.011468   -0.007646     -0.014388   
flag__RSTO           0.001339        -0.002147    0.002028      0.000282   
flag__RSTOS0        -0.001064        -0.001048   -0.000699     -0.001315   
flag__RSTR           0.000443         0.002768   -0.000860     -0.004284   
flag__S0            -0.023000        -0.022667   -0.015112     -0.028438   
flag__S1             0.048495         0.046443    0.070639      0.044258   
flag__S2            -0.001181        -0.001164   -0.000776      0.001896   
flag__S3             0.004210        -0.000723   -0.000482      0.003499   
flag__SF             0.022138         0.022291    0.010495      0.030605   
flag__SH            -0.001727        -0.001702   -0.001135     -0.002135   

                     num_file_creations  num_shells  num_access_files  \
duration             0.138779            0.020396    0.095510           
src_bytes            0.047012            0.005689    0.025111           
dst_bytes            0.051581            0.009097    0.040844           
land                -0.000409           -0.000089   -0.000277           
wrong_fragment      -0.002598           -0.000564   -0.001757           
urgent               0.034349           -0.000049   -0.000152           
hot                  0.028821            0.018399    0.000594           
num_failed_logins    0.039770           -0.000072   -0.000224           
logged_in            0.035720            0.007785    0.024263           
num_compromised      0.120169            0.052325    0.603952           
root_shell           0.097784            0.137468    0.385079           
su_attempted         0.067010           -0.000154    0.608358           
num_root             0.092156            0.048748    0.545117           
num_file_creations   1.000000            0.128177    0.059206           
num_shells           0.128177            1.000000   -0.000124           
num_access_files     0.059206           -0.000124    1.000000           
num_outbound_cmds   NaN                 NaN         NaN                 
is_host_login       -0.000082           -0.000018   -0.000055           
is_guest_login       0.001541           -0.000614   -0.001915           
count               -0.020690           -0.004573   -0.014249           
srv_count           -0.010575           -0.002319   -0.007185           
serror_rate         -0.010517           -0.004015   -0.012042           
srv_serror_rate     -0.011031           -0.003981   -0.011939           
rerror_rate         -0.007543           -0.002359   -0.006697           
srv_rerror_rate     -0.007820           -0.002359   -0.006705           
same_srv_rate        0.021089            0.004859    0.014906           
diff_srv_rate       -0.008860           -0.002203   -0.005704           
srv_diff_host_rate  -0.009543           -0.002360    0.000707           
dst_host_count      -0.002955           -0.010806   -0.011731           
dst_host_srv_count  -0.022879           -0.006354   -0.013322           
...                       ...                 ...         ...           
service__remote_job -0.000723           -0.000157   -0.000489           
service__rje        -0.000759           -0.000165   -0.000513           
service__shell      -0.000660           -0.000143   -0.000446           
service__smtp       -0.004193           -0.001564    0.013041           
service__sql_net    -0.001282           -0.000278   -0.000867           
service__ssh        -0.001445           -0.000313   -0.000977           
service__sunrpc     -0.001599           -0.000347   -0.001081           
service__supdup     -0.001912           -0.000415   -0.001293           
service__systat     -0.001790           -0.000388   -0.001211           
service__telnet      0.188248            0.045666    0.111375           
service__tftp_u     -0.000142           -0.000031   -0.000096           
service__tim_i      -0.000231           -0.000050   -0.000156           
service__time       -0.002098           -0.000455   -0.001418           
service__urh_i      -0.000259           -0.000056   -0.000175           
service__urp_i      -0.002012           -0.000437   -0.001361           
service__uucp       -0.002292           -0.000497   -0.001550           
service__uucp_path  -0.002153           -0.000467   -0.001456           
service__vmnet      -0.002037           -0.000442   -0.001378           
service__whois      -0.002160           -0.000469   -0.001460           
flag__OTH           -0.000555           -0.000120   -0.000375           
flag__REJ           -0.009085           -0.001971   -0.006144           
flag__RSTO           0.002840           -0.000706   -0.000307           
flag__RSTOS0        -0.000831           -0.000180   -0.000562           
flag__RSTR          -0.001782           -0.000882   -0.002749           
flag__S0            -0.017957           -0.003896   -0.012143           
flag__S1             0.054075           -0.000340    0.002839           
flag__S2            -0.000922           -0.000200   -0.000624           
flag__S3             0.013671           -0.000124   -0.000387           
flag__SF             0.015283            0.005199    0.015348           
flag__SH            -0.001348           -0.000293   -0.000912           

                     num_outbound_cmds  is_host_login  is_guest_login  \
duration            NaN                 0.006989       0.163248         
src_bytes           NaN                 0.001903       0.111500         
dst_bytes           NaN                 0.004664       0.125166         
land                NaN                -0.000040      -0.001374         
wrong_fragment      NaN                -0.000252      -0.008728         
urgent              NaN                -0.000022      -0.000754         
hot                 NaN                -0.000321       0.918311         
num_failed_logins   NaN                -0.000032       0.008234         
logged_in           NaN                 0.003482       0.119678         
num_compromised     NaN                 0.044354      -0.003627         
root_shell          NaN                -0.000103      -0.003575         
su_attempted        NaN                -0.000069      -0.002383         
num_root            NaN                 0.039496      -0.004485         
num_file_creations  NaN                -0.000082       0.001541         
num_shells          NaN                -0.000018      -0.000614         
num_access_files    NaN                -0.000055      -0.001915         
num_outbound_cmds   NaN                NaN            NaN               
is_host_login       NaN                 1.000000      -0.000275         
is_guest_login      NaN                -0.000275       1.000000         
count               NaN                -0.002045      -0.070729         
srv_count           NaN                -0.001037      -0.035870         
serror_rate         NaN                -0.001795      -0.060307         
srv_serror_rate     NaN                -0.001780      -0.059795         
rerror_rate         NaN                -0.001055      -0.035402         
srv_rerror_rate     NaN                -0.001055      -0.035249         
same_srv_rate       NaN                 0.002173       0.070594         
diff_srv_rate       NaN                -0.000985      -0.014474         
srv_diff_host_rate  NaN                -0.001055      -0.031788         
dst_host_count      NaN                 0.002069      -0.014193         
dst_host_srv_count  NaN                -0.002485      -0.066203         
...                  ..                      ...            ...         
service__remote_job NaN                -0.000070      -0.002428         
service__rje        NaN                -0.000074      -0.002549         
service__shell      NaN                -0.000064      -0.002216         
service__smtp       NaN                -0.000699      -0.024212         
service__sql_net    NaN                -0.000124      -0.004305         
service__ssh        NaN                -0.000140      -0.004852         
service__sunrpc     NaN                -0.000155      -0.005372         
service__supdup     NaN                -0.000186      -0.006423         
service__systat     NaN                -0.000174      -0.006013         
service__telnet     NaN                 0.020422      -0.012849         
service__tftp_u     NaN                -0.000014      -0.000476         
service__tim_i      NaN                -0.000022      -0.000777         
service__time       NaN                -0.000204      -0.007046         
service__urh_i      NaN                -0.000025      -0.000869         
service__urp_i      NaN                -0.000195      -0.006758         
service__uucp       NaN                -0.000222      -0.007698         
service__uucp_path  NaN                -0.000209      -0.007233         
service__vmnet      NaN                -0.000198      -0.006842         
service__whois      NaN                -0.000210      -0.007254         
flag__OTH           NaN                -0.000054       0.006737         
flag__REJ           NaN                -0.000882      -0.030516         
flag__RSTO          NaN                -0.000316      -0.007216         
flag__RSTOS0        NaN                -0.000081      -0.002790         
flag__RSTR          NaN                -0.000394      -0.013653         
flag__S0            NaN                -0.001742      -0.060317         
flag__S1            NaN                -0.000152       0.008501         
flag__S2            NaN                -0.000090      -0.000509         
flag__S3            NaN                -0.000056      -0.001924         
flag__SF            NaN                 0.002325       0.077632         
flag__SH            NaN                -0.000131      -0.004529         

                        count  srv_count  serror_rate  srv_serror_rate  \
duration            -0.147659 -0.075337  -0.131999    -0.131536          
src_bytes           -0.466580  0.155151  -0.656535    -0.655029          
dst_bytes           -0.497102 -0.049111  -0.530381    -0.527152          
land                -0.009837 -0.005031   0.021734     0.022614          
wrong_fragment      -0.020819  0.024457  -0.043316    -0.056549          
urgent              -0.005615 -0.002848  -0.004929    -0.004889          
hot                 -0.082145 -0.040993  -0.069626    -0.069355          
num_failed_logins   -0.008265 -0.004196  -0.006252    -0.007203          
logged_in           -0.539754 -0.199744  -0.491925    -0.490167          
num_compromised     -0.026385 -0.013618  -0.016447    -0.017211          
root_shell          -0.025630 -0.011892  -0.018220    -0.017796          
su_attempted        -0.017729 -0.008990  -0.007302    -0.006790          
num_root            -0.033084 -0.016795  -0.022944    -0.023006          
num_file_creations  -0.020690 -0.010575  -0.010517    -0.011031          
num_shells          -0.004573 -0.002319  -0.004015    -0.003981          
num_access_files    -0.014249 -0.007185  -0.012042    -0.011939          
num_outbound_cmds   NaN       NaN        NaN          NaN                
is_host_login       -0.002045 -0.001037  -0.001795    -0.001780          
is_guest_login      -0.070729 -0.035870  -0.060307    -0.059795          
count                1.000000  0.471079   0.457556     0.452092          
srv_count            0.471079  1.000000  -0.148260    -0.147406          
serror_rate          0.457556 -0.148260   1.000000     0.993289          
srv_serror_rate      0.452092 -0.147406   0.993289     1.000000          
rerror_rate          0.161056 -0.113393  -0.227536    -0.227814          
srv_rerror_rate      0.162992 -0.113661  -0.227171    -0.234507          
same_srv_rate       -0.628024  0.190574  -0.761888    -0.756784          
diff_srv_rate        0.222635 -0.108495   0.051494     0.044987          
srv_diff_host_rate  -0.263060 -0.077080  -0.224022    -0.225738          
dst_host_count       0.468092  0.150407   0.395583     0.393354          
dst_host_srv_count  -0.395971  0.202248  -0.557803    -0.555032          
...                       ...       ...        ...          ...          
service__remote_job  0.022656 -0.006808   0.019485     0.019729          
service__rje         0.020242 -0.006600   0.020030     0.020197          
service__shell       0.005049 -0.005640   0.023347     0.023176          
service__smtp       -0.169472 -0.088257  -0.134246    -0.134960          
service__sql_net     0.033630 -0.009939   0.044123     0.044253          
service__ssh         0.042268 -0.011030   0.054069     0.054266          
service__sunrpc      0.058096 -0.012033   0.061769     0.061888          
service__supdup      0.065682 -0.014656   0.078550     0.079167          
service__systat      0.069034 -0.014077   0.070030     0.070188          
service__telnet     -0.029845 -0.040446   0.084928     0.085626          
service__tftp_u     -0.001667 -0.001729  -0.003110    -0.003084          
service__tim_i      -0.005680 -0.002892  -0.005078    -0.005036          
service__time        0.064475 -0.017801   0.065154     0.065421          
service__urh_i      -0.006443 -0.003280  -0.005678    -0.005630          
service__urp_i      -0.044219 -0.023765  -0.044155    -0.043789          
service__uucp        0.023851 -0.018497   0.086666     0.086853          
service__uucp_path   0.084555 -0.016757   0.083190     0.083397          
service__vmnet       0.080889 -0.016270   0.079336     0.079542          
service__whois       0.080997 -0.017439   0.084697     0.084927          
flag__OTH           -0.013770 -0.006830  -0.011955    -0.011752          
flag__REJ            0.199033 -0.092602  -0.189105    -0.196510          
flag__RSTO           0.064743 -0.029869  -0.071002    -0.070592          
flag__RSTOS0         0.010327 -0.010071   0.018269     0.012845          
flag__RSTR          -0.083113 -0.050359  -0.089166    -0.088459          
flag__S0             0.461591 -0.142841   0.979174     0.982660          
flag__S1            -0.038381 -0.017950   0.058044     0.052419          
flag__S2            -0.021662 -0.010544   0.037466     0.024159          
flag__S3            -0.013410 -0.005953   0.014392     0.012967          
flag__SF            -0.518345  0.209969  -0.758419    -0.755827          
flag__SH            -0.032903 -0.015766   0.073167     0.074022          

                     rerror_rate  srv_rerror_rate  same_srv_rate  \
duration             0.127778     0.127156         0.125614        
src_bytes           -0.378515    -0.371869         0.758159        
dst_bytes           -0.304443    -0.298463         0.640898        
land                -0.004096    -0.005275         0.008739        
wrong_fragment      -0.033052    -0.033507         0.054759        
urgent              -0.002896    -0.002897         0.005967        
hot                 -0.037654    -0.034811         0.083475        
num_failed_logins    0.001608     0.001549         0.007764        
logged_in           -0.287514    -0.283532         0.600536        
num_compromised     -0.009453    -0.009646         0.027330        
root_shell          -0.008983    -0.009368         0.027652        
su_attempted        -0.005856    -0.006434         0.018448        
num_root            -0.014232    -0.014550         0.032942        
num_file_creations  -0.007543    -0.007820         0.021089        
num_shells          -0.002359    -0.002359         0.004859        
num_access_files    -0.006697    -0.006705         0.014906        
num_outbound_cmds   NaN          NaN              NaN              
is_host_login       -0.001055    -0.001055         0.002173        
is_guest_login      -0.035402    -0.035249         0.070594        
count                0.161056     0.162992        -0.628024        
srv_count           -0.113393    -0.113661         0.190574        
serror_rate         -0.227536    -0.227171        -0.761888        
srv_serror_rate     -0.227814    -0.234507        -0.756784        
rerror_rate          1.000000     0.989008        -0.209826        
srv_rerror_rate      0.989008     1.000000        -0.209805        
same_srv_rate       -0.209826    -0.209805         1.000000        
diff_srv_rate        0.267597     0.275323        -0.376838        
srv_diff_host_rate  -0.076063    -0.073295         0.277155        
dst_host_count       0.068456     0.071019        -0.509781        
dst_host_srv_count  -0.251075    -0.249500         0.705410        
...                       ...          ...              ...        
service__remote_job  0.018995     0.018613        -0.027056        
service__rje         0.020557     0.020263        -0.026816        
service__shell       0.006788     0.002833        -0.023512        
service__smtp       -0.082362    -0.083750         0.165906        
service__sql_net     0.019557     0.019658        -0.054570        
service__ssh         0.013555     0.013252        -0.057632        
service__sunrpc      0.015838     0.014217        -0.071204        
service__supdup      0.012895     0.011998        -0.086780        
service__systat      0.016961     0.016651        -0.082653        
service__telnet     -0.010158    -0.011440        -0.027391        
service__tftp_u     -0.001827    -0.001827        -0.006856        
service__tim_i      -0.002983    -0.002984         0.004107        
service__time        0.017418     0.016125        -0.075759        
service__urh_i      -0.003336    -0.003336         0.004501        
service__urp_i      -0.025941    -0.025946        -0.037059        
service__uucp        0.025344     0.024538        -0.099511        
service__uucp_path   0.021581     0.021119        -0.099349        
service__vmnet       0.019842     0.019404        -0.094373        
service__whois       0.020166     0.019737        -0.098947        
flag__OTH           -0.007155    -0.007156         0.014741        
flag__REJ            0.835068     0.841012        -0.235683        
flag__RSTO           0.299639     0.295556        -0.107222        
flag__RSTOS0         0.027713     0.034967        -0.034402        
flag__RSTR           0.369812     0.370741         0.085027        
flag__S0            -0.224772    -0.230475        -0.765292        
flag__S1            -0.019300    -0.019728         0.036971        
flag__S2            -0.010160    -0.011284         0.022795        
flag__S3            -0.005613    -0.006764         0.013850        
flag__SF            -0.447630    -0.445487         0.826883        
flag__SH            -0.017382    -0.017311         0.032460        

                     diff_srv_rate  srv_diff_host_rate  dst_host_count  \
duration             0.014205      -0.042152            0.035403         
src_bytes           -0.218789       0.165185           -0.364206         
dst_bytes           -0.231197       0.094739           -0.324894         
land                -0.001551       0.038102           -0.025499         
wrong_fragment      -0.026638      -0.026247            0.041056         
urgent              -0.002705      -0.002898           -0.006941         
hot                 -0.021132      -0.026047           -0.021957         
num_failed_logins    0.001022      -0.004269           -0.005822         
logged_in           -0.221323       0.131074           -0.401084         
num_compromised     -0.011969      -0.013802           -0.016317         
root_shell          -0.009810      -0.012126           -0.029885         
su_attempted        -0.006595      -0.009153           -0.013014         
num_root            -0.006174      -0.012533           -0.029532         
num_file_creations  -0.008860      -0.009543           -0.002955         
num_shells          -0.002203      -0.002360           -0.010806         
num_access_files    -0.005704       0.000707           -0.011731         
num_outbound_cmds   NaN            NaN                 NaN               
is_host_login       -0.000985      -0.001055            0.002069         
is_guest_login      -0.014474      -0.031788           -0.014193         
count                0.222635      -0.263060            0.468092         
srv_count           -0.108495      -0.077080            0.150407         
serror_rate          0.051494      -0.224022            0.395583         
srv_serror_rate      0.044987      -0.225738            0.393354         
rerror_rate          0.267597      -0.076063            0.068456         
srv_rerror_rate      0.275323      -0.073295            0.071019         
same_srv_rate       -0.376838       0.277155           -0.509781         
diff_srv_rate        1.000000      -0.101178            0.190842         
srv_diff_host_rate  -0.101178       1.000000           -0.360050         
dst_host_count       0.190842      -0.360050            1.000000         
dst_host_srv_count  -0.300443       0.153048           -0.303207         
...                       ...            ...                 ...         
service__remote_job  0.007153      -0.009323            0.014631         
service__rje         0.006519      -0.009790            0.014638         
service__shell       0.010530      -0.007165            0.014007         
service__smtp       -0.032985       0.286783           -0.117860         
service__sql_net     0.008196      -0.016534            0.032260         
service__ssh         0.005110      -0.018634            0.030447         
service__sunrpc      0.003597      -0.020630            0.040037         
service__supdup      0.005948      -0.024667            0.048100         
service__systat      0.004963      -0.023092            0.044421         
service__telnet      0.008018      -0.051450            0.005787         
service__tftp_u      0.001271      -0.001828           -0.005763         
service__tim_i      -0.001682      -0.002985           -0.011861         
service__time        0.001123      -0.027058            0.028989         
service__urh_i       0.006767      -0.003337           -0.003292         
service__urp_i       0.154360      -0.020439            0.042381         
service__uucp        0.004646      -0.029565            0.057724         
service__uucp_path   0.003215      -0.027777            0.054312         
service__vmnet       0.002192      -0.026278            0.050318         
service__whois       0.004848      -0.027858            0.052795         
flag__OTH           -0.006683      -0.005208           -0.003765         
flag__REJ            0.309899      -0.049707            0.028195         
flag__RSTO           0.010388      -0.036873            0.050987         
flag__RSTOS0         0.048419      -0.010715            0.015998         
flag__RSTR          -0.009703      -0.048713            0.057143         
flag__S0             0.045671      -0.221879            0.398743         
flag__S1            -0.005508      -0.000172           -0.036219         
flag__S2            -0.006128       0.019033           -0.024296         
flag__S3            -0.002433       0.000203           -0.012427         
flag__SF            -0.222220       0.254150           -0.400152         
flag__SH            -0.004197      -0.016534           -0.019074         

                     dst_host_srv_count  dst_host_same_srv_rate  \
duration            -0.165347           -0.155026                 
src_bytes            0.604512            0.641329                 
dst_bytes            0.738407            0.695039                 
land                -0.014159            0.011597                 
wrong_fragment      -0.045240           -0.048733                 
urgent              -0.007897           -0.004489                 
hot                 -0.054255           -0.026616                 
num_failed_logins   -0.010117           -0.007090                 
logged_in            0.624365            0.604058                 
num_compromised     -0.030042           -0.020984                 
root_shell          -0.006491            0.007608                 
su_attempted        -0.021037           -0.015606                 
num_root            -0.032075           -0.022939                 
num_file_creations  -0.022879           -0.019746                 
num_shells          -0.006354            0.001975                 
num_access_files    -0.013322           -0.008705                 
num_outbound_cmds   NaN                 NaN                       
is_host_login       -0.002485           -0.002832                 
is_guest_login      -0.066203           -0.054297                 
count               -0.395971           -0.473957                 
srv_count            0.202248            0.181116                 
serror_rate         -0.557803           -0.622797                 
srv_serror_rate     -0.555032           -0.619130                 
rerror_rate         -0.251075           -0.257613                 
srv_rerror_rate     -0.249500           -0.255565                 
same_srv_rate        0.705410            0.788978                 
diff_srv_rate       -0.300443           -0.330735                 
srv_diff_host_rate   0.153048            0.291418                 
dst_host_count      -0.303207           -0.518145                 
dst_host_srv_count   1.000000            0.896663                 
...                       ...                 ...                 
service__remote_job -0.024191           -0.027115                 
service__rje        -0.025247           -0.028342                 
service__shell      -0.021802           -0.022720                 
service__smtp        0.026527            0.042544                 
service__sql_net    -0.041503           -0.046829                 
service__ssh        -0.046611           -0.051456                 
service__sunrpc     -0.051912           -0.058528                 
service__supdup     -0.062080           -0.070014                 
service__systat     -0.058504           -0.065902                 
service__telnet     -0.111195           -0.094158                 
service__tftp_u     -0.005010           -0.005304                 
service__tim_i      -0.008209           -0.000066                 
service__time       -0.068145           -0.059085                 
service__urh_i      -0.006564           -0.006693                 
service__urp_i      -0.057437           -0.064811                 
service__uucp       -0.074917           -0.084376                 
service__uucp_path  -0.069988           -0.078918                 
service__vmnet      -0.066637           -0.074975                 
service__whois      -0.070725           -0.079600                 
flag__OTH           -0.014063           -0.016332                 
flag__REJ           -0.181486           -0.182978                 
flag__RSTO          -0.091482           -0.095359                 
flag__RSTOS0        -0.028413           -0.031579                 
flag__RSTR          -0.133366           -0.141390                 
flag__S0            -0.552879           -0.617256                 
flag__S1             0.012040            0.013592                 
flag__S2             0.024130            0.024946                 
flag__S3             0.001964            0.005810                 
flag__SF             0.670869            0.733630                 
flag__SH            -0.047963           -0.050249                 

                     dst_host_diff_srv_rate  dst_host_same_src_port_rate  \
duration             0.362860                0.299890                      
src_bytes           -0.232509                0.090035                      
dst_bytes           -0.250352               -0.213464                      
land                -0.004516                0.033851                      
wrong_fragment       0.059797                0.037177                      
urgent               0.006840                0.002741                      
hot                 -0.017271               -0.037105                      
num_failed_logins   -0.000463               -0.000337                      
logged_in           -0.256065               -0.160994                      
num_compromised      0.005038               -0.006528                      
root_shell          -0.005141                0.001568                      
su_attempted         0.003834               -0.005982                      
num_root             0.006269                0.011322                      
num_file_creations   0.006876               -0.006475                      
num_shells          -0.001032                0.009494                      
num_access_files     0.005388               -0.005619                      
num_outbound_cmds   NaN                     NaN                            
is_host_login        0.007413               -0.001353                      
is_guest_login      -0.007099               -0.035546                      
count                0.167454               -0.138230                      
srv_count           -0.106364                0.158539                      
serror_rate         -0.018193               -0.275975                      
srv_serror_rate     -0.028693               -0.275071                      
rerror_rate          0.376003                0.032678                      
srv_rerror_rate      0.380098                0.029802                      
same_srv_rate       -0.166488                0.279723                      
diff_srv_rate        0.496590               -0.010664                      
srv_diff_host_rate  -0.118726                0.248366                      
dst_host_count       0.144370               -0.313014                      
dst_host_srv_count  -0.390314               -0.068628                      
...                       ...                     ...                      
service__remote_job  0.014205               -0.005302                      
service__rje         0.015872               -0.006945                      
service__shell       0.009748               -0.003738                      
service__smtp       -0.005076               -0.096900                      
service__sql_net     0.004098               -0.015985                      
service__ssh         0.007588               -0.019442                      
service__sunrpc      0.001833               -0.023061                      
service__supdup     -0.000798               -0.028698                      
service__systat     -0.000642               -0.026438                      
service__telnet     -0.003033               -0.042221                      
service__tftp_u     -0.000593               -0.001817                      
service__tim_i      -0.001917                0.009713                      
service__time        0.000158               -0.028562                      
service__urh_i       0.000804                0.001027                      
service__urp_i      -0.023718               -0.006457                      
service__uucp       -0.005181               -0.035971                      
service__uucp_path  -0.001392               -0.032413                      
service__vmnet      -0.000879               -0.030569                      
service__whois       0.000224               -0.033071                      
flag__OTH            0.046172                0.023726                      
flag__REJ            0.272025               -0.069282                      
flag__RSTO           0.009831               -0.038393                      
flag__RSTOS0         0.019826                0.032417                      
flag__RSTR           0.320841                0.246313                      
flag__S0            -0.048398               -0.285644                      
flag__S1            -0.002562               -0.005591                      
flag__S2            -0.008321               -0.001711                      
flag__S3            -0.003121                0.001354                      
flag__SF            -0.226238                0.227558                      
flag__SH             0.195675                0.112156                      

                     dst_host_srv_diff_host_rate  dst_host_serror_rate  \
duration            -0.029732                    -0.119459               
src_bytes           -0.026218                    -0.649734               
dst_bytes           -0.081866                    -0.532669               
land                 0.070474                     0.019840               
wrong_fragment      -0.016252                    -0.051917               
urgent               0.005176                    -0.004749               
hot                 -0.027766                    -0.070060               
num_failed_logins    0.008945                    -0.004596               
logged_in           -0.055953                    -0.491478               
num_compromised      0.010437                    -0.005430               
root_shell           0.013391                    -0.017408               
su_attempted         0.009475                    -0.005731               
num_root             0.007677                    -0.020671               
num_file_creations   0.001028                     0.001644               
num_shells           0.001537                    -0.003604               
num_access_files     0.004537                    -0.005175               
num_outbound_cmds   NaN                          NaN                     
is_host_login       -0.000815                     0.001872               
is_guest_login      -0.024817                    -0.060743               
count               -0.205593                     0.459047               
srv_count           -0.059141                    -0.145825               
serror_rate         -0.172853                     0.979373               
srv_serror_rate     -0.171081                     0.977596               
rerror_rate          0.034087                    -0.226257               
srv_rerror_rate      0.030974                    -0.226470               
same_srv_rate        0.216263                    -0.760648               
diff_srv_rate       -0.085588                     0.050399               
srv_diff_host_rate   0.379677                    -0.226715               
dst_host_count      -0.455871                     0.410922               
dst_host_srv_count  -0.004670                    -0.572596               
...                       ...                          ...               
service__remote_job -0.001526                     0.018441               
service__rje         0.003244                     0.019739               
service__shell      -0.006569                     0.023350               
service__smtp       -0.048549                    -0.121802               
service__sql_net    -0.012762                     0.044309               
service__ssh        -0.004435                     0.054229               
service__sunrpc     -0.015923                     0.062002               
service__supdup     -0.019039                     0.078273               
service__systat     -0.017824                     0.070266               
service__telnet      0.039420                     0.095616               
service__tftp_u     -0.001411                    -0.003121               
service__tim_i      -0.002304                    -0.005097               
service__time       -0.013034                     0.063839               
service__urh_i      -0.002180                    -0.005698               
service__urp_i      -0.017303                    -0.044316               
service__uucp       -0.022820                     0.087002               
service__uucp_path  -0.021440                     0.083523               
service__vmnet      -0.020283                     0.079586               
service__whois      -0.018642                     0.084929               
flag__OTH           -0.003717                    -0.011111               
flag__REJ            0.063351                    -0.189188               
flag__RSTO          -0.014779                    -0.069490               
flag__RSTOS0        -0.007629                     0.001325               
flag__RSTR          -0.038784                    -0.086924               
flag__S0            -0.169405                     0.975844               
flag__S1            -0.000995                    -0.019868               
flag__S2            -0.001518                    -0.011914               
flag__S3            -0.002448                    -0.008307               
flag__SF             0.133924                    -0.741814               
flag__SH            -0.013317                     0.063607               

                     dst_host_srv_serror_rate  dst_host_rerror_rate  \
duration            -0.119847                  0.107665               
src_bytes           -0.654658                 -0.359868               
dst_bytes           -0.530476                 -0.299818               
land                 0.012276                 -0.005222               
wrong_fragment      -0.055917                  0.028890               
urgent              -0.004834                 -0.002999               
hot                 -0.069896                 -0.035040               
num_failed_logins   -0.004704                 -0.001965               
logged_in           -0.493264                 -0.275972               
num_compromised     -0.009900                 -0.010993               
root_shell          -0.015744                 -0.009107               
su_attempted        -0.004161                 -0.004873               
num_root            -0.020466                 -0.011862               
num_file_creations  -0.000905                 -0.005761               
num_shells          -0.001110                 -0.002442               
num_access_files    -0.006654                 -0.005607               
num_outbound_cmds   NaN                       NaN                     
is_host_login       -0.000686                 -0.001092               
is_guest_login      -0.060483                 -0.030712               
count                0.460809                  0.178325               
srv_count           -0.145080                 -0.101149               
serror_rate          0.981139                 -0.231810               
srv_serror_rate      0.986252                 -0.235065               
rerror_rate         -0.224985                  0.926749               
srv_rerror_rate     -0.230751                  0.917822               
same_srv_rate       -0.765322                 -0.214715               
diff_srv_rate        0.047319                  0.225388               
srv_diff_host_rate  -0.227027                 -0.076798               
dst_host_count       0.407532                  0.071924               
dst_host_srv_count  -0.567594                 -0.250307               
...                       ...                       ...               
service__remote_job  0.020012                  0.014866               
service__rje         0.020493                  0.016894               
service__shell       0.023451                  0.005480               
service__smtp       -0.139180                 -0.070079               
service__sql_net     0.044783                  0.020645               
service__ssh         0.054877                  0.011581               
service__sunrpc      0.062571                  0.016408               
service__supdup      0.079999                  0.012126               
service__systat      0.070955                  0.015143               
service__telnet      0.094050                 -0.018520               
service__tftp_u     -0.003049                 -0.001892               
service__tim_i      -0.004980                 -0.002764               
service__time        0.064771                  0.019621               
service__urh_i      -0.005568                 -0.003454               
service__urp_i      -0.043300                 -0.026793               
service__uucp        0.087825                  0.026234               
service__uucp_path   0.084316                  0.022535               
service__vmnet       0.080413                  0.020597               
service__whois       0.085853                  0.018761               
flag__OTH           -0.011775                  0.022260               
flag__REJ           -0.195173                  0.812842               
flag__RSTO          -0.068584                  0.272909               
flag__RSTOS0         0.012729                  0.007375               
flag__RSTR          -0.086059                  0.270777               
flag__S0             0.981209                 -0.232595               
flag__S1            -0.013145                 -0.011545               
flag__S2            -0.016595                 -0.009385               
flag__S3            -0.008216                 -0.004666               
flag__SF            -0.745691                 -0.394719               
flag__SH             0.073571                 -0.017971               

                     dst_host_srv_rerror_rate  protocol_type__icmp  \
duration             0.125412                 -0.055858              
src_bytes           -0.364484                  0.077420              
dst_bytes           -0.287223                 -0.230511              
land                -0.005303                 -0.003740              
wrong_fragment      -0.033682                  0.001250              
urgent              -0.002912                 -0.002053              
hot                 -0.036520                 -0.030210              
num_failed_logins   -0.002977                 -0.003025              
logged_in           -0.272806                 -0.214802              
num_compromised     -0.008111                 -0.009871              
root_shell          -0.009742                 -0.009728              
su_attempted        -0.005241                 -0.006486              
num_root            -0.013752                 -0.012205              
num_file_creations  -0.004854                 -0.007707              
num_shells          -0.001977                 -0.001672              
num_access_files    -0.005210                 -0.005212              
num_outbound_cmds   NaN                       NaN                    
is_host_login       -0.000531                 -0.000748              
is_guest_login      -0.033083                 -0.025888              
count                0.167708                  0.087560              
srv_count           -0.112767                  0.381901              
serror_rate         -0.226620                 -0.168956              
srv_serror_rate     -0.233142                 -0.167732              
rerror_rate          0.964449                 -0.099226              
srv_rerror_rate      0.970208                 -0.099385              
same_srv_rate       -0.214091                  0.169038              
diff_srv_rate        0.278103                 -0.017833              
srv_diff_host_rate  -0.081425                  0.339190              
dst_host_count       0.067143                 -0.190919              
dst_host_srv_count  -0.252848                 -0.009324              
...                       ...                       ...              
service__remote_job  0.018931                 -0.006607              
service__rje         0.020606                 -0.006938              
service__shell       0.003484                 -0.006031              
service__smtp       -0.087904                 -0.065894              
service__sql_net     0.020046                 -0.011717              
service__ssh         0.013572                 -0.013205              
service__sunrpc      0.014566                 -0.014619              
service__supdup      0.012350                 -0.017480              
service__systat      0.017052                 -0.016364              
service__telnet     -0.014366                 -0.036620              
service__tftp_u     -0.001837                 -0.001295              
service__tim_i      -0.003000                  0.030024              
service__time        0.017086                 -0.019175              
service__urh_i      -0.003354                  0.033568              
service__urp_i      -0.026082                  0.261067              
service__uucp        0.025093                 -0.020951              
service__uucp_path   0.021615                 -0.019684              
service__vmnet       0.019865                 -0.018622              
service__whois       0.020216                 -0.019741              
flag__OTH           -0.007194                 -0.005073              
flag__REJ            0.829071                 -0.083050              
flag__RSTO           0.267240                 -0.029741              
flag__RSTOS0         0.032467                 -0.007593              
flag__RSTR           0.360141                 -0.037155              
flag__S0            -0.231206                 -0.164151              
flag__S1            -0.013346                 -0.014308              
flag__S2            -0.009169                 -0.008432              
flag__S3            -0.004186                 -0.005236              
flag__SF            -0.429320                  0.219019              
flag__SH            -0.017449                 -0.012324              

                     protocol_type__tcp  protocol_type__udp  service__IRC  \
duration            -0.087689            0.147890            0.160350       
src_bytes           -0.099234            0.059671            0.044380       
dst_bytes            0.125351            0.026254            0.051820       
land                 0.006709           -0.005178           -0.000543       
wrong_fragment      -0.187927            0.224319           -0.003450       
urgent               0.003684           -0.002843           -0.000298       
hot                  0.054196           -0.041833           -0.003881       
num_failed_logins    0.005427           -0.004189           -0.000439       
logged_in            0.385350           -0.297448            0.012648       
num_compromised      0.017709           -0.013669           -0.001434       
root_shell           0.017453           -0.013472           -0.001413       
su_attempted         0.011636           -0.008982           -0.000942       
num_root             0.021896           -0.016902           -0.001773       
num_file_creations   0.013826           -0.010673           -0.001120       
num_shells           0.003000           -0.002316           -0.000243       
num_access_files     0.009350           -0.007217           -0.000757       
num_outbound_cmds   NaN                 NaN                 NaN             
is_host_login        0.001342           -0.001036           -0.000109       
is_guest_login       0.046442           -0.035848           -0.003761       
count               -0.048548           -0.008854           -0.026913       
srv_count           -0.528947            0.341625           -0.014134       
serror_rate          0.300058           -0.230312           -0.013799       
srv_serror_rate      0.300909           -0.232268           -0.012604       
rerror_rate          0.177926           -0.137304            0.065162       
srv_rerror_rate      0.178295           -0.137624            0.074200       
same_srv_rate       -0.266468            0.189983            0.020762       
diff_srv_rate        0.006594            0.005751            0.017563       
srv_diff_host_rate  -0.173345           -0.051942           -0.014442       
dst_host_count      -0.015614            0.164916           -0.048110       
dst_host_srv_count  -0.102302            0.129773           -0.036216       
...                       ...                 ...                 ...       
service__remote_job  0.011852           -0.009149           -0.000960       
service__rje         0.012446           -0.009607           -0.001008       
service__shell       0.010819           -0.008351           -0.000876       
service__smtp        0.118212           -0.091247           -0.009572       
service__sql_net     0.021020           -0.016225           -0.001702       
service__ssh         0.023689           -0.018285           -0.001918       
service__sunrpc      0.026227           -0.020244           -0.002124       
service__supdup      0.031359           -0.024206           -0.002539       
service__systat      0.029357           -0.022660           -0.002377       
service__telnet      0.065695           -0.050709           -0.005320       
service__tftp_u     -0.010248            0.013277           -0.000188       
service__tim_i      -0.016736           -0.002929           -0.000307       
service__time        0.034399           -0.026552           -0.002785       
service__urh_i      -0.018712           -0.003275           -0.000344       
service__urp_i      -0.145523           -0.025470           -0.002672       
service__uucp        0.037586           -0.029012           -0.003043       
service__uucp_path   0.035313           -0.027257           -0.002859       
service__vmnet       0.033407           -0.025786           -0.002705       
service__whois       0.035415           -0.027337           -0.002868       
flag__OTH            0.009101           -0.007025           -0.000737       
flag__REJ            0.148990           -0.115004           -0.010617       
flag__RSTO           0.053355           -0.041184            0.031081       
flag__RSTOS0         0.013621           -0.010514           -0.001103       
flag__RSTR           0.066656           -0.051451            0.171818       
flag__S0             0.294485           -0.227310           -0.023845       
flag__S1             0.025669           -0.019813            0.089987       
flag__S2             0.015127           -0.011676           -0.001225       
flag__S3             0.009393           -0.007250            0.020153       
flag__SF            -0.392916            0.303288           -0.037487       
flag__SH             0.022110           -0.017066           -0.001790       

                     service__X11  service__Z39_50  service__aol  \
duration             0.041141     -0.016720        -0.000839       
src_bytes            0.048140     -0.088903        -0.004268       
dst_bytes            0.033072     -0.072086        -0.003460       
land                -0.000339     -0.001169        -0.000056       
wrong_fragment      -0.002155     -0.007428        -0.000357       
urgent              -0.000186     -0.000642        -0.000031       
hot                 -0.002741     -0.009447        -0.000454       
num_failed_logins   -0.000274     -0.000946        -0.000045       
logged_in            0.010868     -0.067173        -0.003225       
num_compromised     -0.000896     -0.003087        -0.000148       
root_shell           0.008129     -0.003042        -0.000146       
su_attempted        -0.000588     -0.002028        -0.000097       
num_root            -0.001107     -0.003817        -0.000183       
num_file_creations  -0.000699     -0.002410        -0.000116       
num_shells          -0.000152     -0.000523        -0.000025       
num_access_files    -0.000473     -0.001630        -0.000078       
num_outbound_cmds   NaN           NaN              NaN             
is_host_login       -0.000068     -0.000234        -0.000011       
is_guest_login      -0.002349     -0.008096        -0.000389       
count               -0.014380      0.093534         0.014855       
srv_count           -0.008728     -0.019261        -0.001467       
serror_rate         -0.013009      0.092925        -0.001825       
srv_serror_rate     -0.011896      0.093165        -0.002518       
rerror_rate          0.005191      0.024791         0.009948       
srv_rerror_rate      0.007801      0.024260         0.010820       
same_srv_rate        0.012765     -0.112229        -0.005990       
diff_srv_rate        0.012636      0.002915         0.020705       
srv_diff_host_rate  -0.009019     -0.031090        -0.001492       
dst_host_count      -0.013742      0.060771         0.002926       
dst_host_srv_count  -0.023163     -0.078644        -0.004127       
...                       ...           ...              ...       
service__remote_job -0.000599     -0.002066        -0.000099       
service__rje        -0.000629     -0.002170        -0.000104       
service__shell      -0.000547     -0.001886        -0.000091       
service__smtp       -0.005978     -0.020606        -0.000989       
service__sql_net    -0.001063     -0.003664        -0.000176       
service__ssh        -0.001198     -0.004129        -0.000198       
service__sunrpc     -0.001326     -0.004572        -0.000219       
service__supdup     -0.001586     -0.005466        -0.000262       
service__systat     -0.001485     -0.005117        -0.000246       
service__telnet     -0.003322     -0.011452        -0.000550       
service__tftp_u     -0.000118     -0.000405        -0.000019       
service__tim_i      -0.000192     -0.000661        -0.000032       
service__time       -0.001740     -0.005996        -0.000288       
service__urh_i      -0.000215     -0.000740        -0.000036       
service__urp_i      -0.001669     -0.005752        -0.000276       
service__uucp       -0.001901     -0.006552        -0.000315       
service__uucp_path  -0.001786     -0.006156        -0.000295       
service__vmnet      -0.001689     -0.005823        -0.000280       
service__whois      -0.001791     -0.006174        -0.000296       
flag__OTH           -0.000460     -0.001586        -0.000076       
flag__REJ            0.010985      0.034848         0.012735       
flag__RSTO          -0.002698     -0.009301        -0.000446       
flag__RSTOS0        -0.000689     -0.002374        -0.000114       
flag__RSTR          -0.000968     -0.007411        -0.000558       
flag__S0            -0.013417      0.093965        -0.002464       
flag__S1             0.010976     -0.004474        -0.000215       
flag__S2            -0.000765     -0.002637        -0.000127       
flag__S3            -0.000475     -0.001637        -0.000079       
flag__SF             0.005759     -0.100594        -0.004829       
flag__SH            -0.001118     -0.001776        -0.000185       

                     service__auth  service__bgp  service__courier  \
duration            -0.013152      -0.014674     -0.015366           
src_bytes           -0.077619      -0.080636     -0.081995           
dst_bytes           -0.055050      -0.065383     -0.066485           
land                -0.001231      -0.001061     -0.001079           
wrong_fragment      -0.007821      -0.006737     -0.006851           
urgent              -0.000676      -0.000582     -0.000592           
hot                 -0.009948      -0.008569     -0.008713           
num_failed_logins   -0.000996      -0.000858     -0.000873           
logged_in           -0.042283      -0.060927     -0.061954           
num_compromised     -0.003250      -0.002800     -0.002847           
root_shell          -0.003203      -0.002759     -0.002806           
su_attempted        -0.002136      -0.001840     -0.001871           
num_root            -0.004019      -0.003462     -0.003520           
num_file_creations  -0.002538      -0.002186     -0.002223           
num_shells          -0.000551      -0.000474     -0.000482           
num_access_files    -0.001716      -0.001478     -0.001503           
num_outbound_cmds   NaN            NaN           NaN                 
is_host_login       -0.000246      -0.000212     -0.000216           
is_guest_login      -0.008524      -0.007343     -0.007467           
count                0.064953       0.088494      0.022454           
srv_count           -0.024073      -0.017917     -0.018030           
serror_rate          0.060773       0.081952      0.090517           
srv_serror_rate      0.061445       0.082178      0.090915           
rerror_rate          0.014923       0.025745      0.016167           
srv_rerror_rate      0.013791       0.025215      0.015485           
same_srv_rate       -0.079340      -0.102397     -0.097144           
diff_srv_rate        0.021787       0.002401      0.003077           
srv_diff_host_rate  -0.031434      -0.028199     -0.028675           
dst_host_count       0.038956       0.053401      0.056099           
dst_host_srv_count  -0.084258      -0.071688     -0.072694           
...                       ...            ...           ...           
service__remote_job -0.002175      -0.001874     -0.001906           
service__rje        -0.002284      -0.001968     -0.002001           
service__shell      -0.001986      -0.001711     -0.001739           
service__smtp       -0.021698      -0.018690     -0.019005           
service__sql_net    -0.003858      -0.003323     -0.003379           
service__ssh        -0.004348      -0.003745     -0.003809           
service__sunrpc     -0.004814      -0.004147     -0.004217           
service__supdup     -0.005756      -0.004958     -0.005042           
service__systat     -0.005388      -0.004642     -0.004720           
service__telnet     -0.012058      -0.010387     -0.010562           
service__tftp_u     -0.000427      -0.000367     -0.000374           
service__tim_i      -0.000697      -0.000600     -0.000610           
service__time       -0.006314      -0.005439     -0.005530           
service__urh_i      -0.000779      -0.000671     -0.000682           
service__urp_i      -0.006056      -0.005217     -0.005305           
service__uucp       -0.006899      -0.005943     -0.006043           
service__uucp_path  -0.006482      -0.005583     -0.005677           
service__vmnet      -0.006132      -0.005282     -0.005371           
service__whois      -0.006500      -0.005599     -0.005694           
flag__OTH           -0.001670      -0.001439     -0.001463           
flag__REJ            0.022429       0.034860      0.025087           
flag__RSTO          -0.006485      -0.008436     -0.008578           
flag__RSTOS0        -0.002500      -0.002154     -0.002190           
flag__RSTR          -0.008235      -0.005905     -0.008437           
flag__S0             0.061947       0.082863      0.091614           
flag__S1            -0.004711      -0.004058     -0.004127           
flag__S2            -0.002776      -0.002392     -0.002432           
flag__S3            -0.001724      -0.001485     -0.001510           
flag__SF            -0.064534      -0.091240     -0.092778           
flag__SH            -0.002083      -0.001207     -0.001303           

                     service__csnet_ns  service__ctf  service__daytime  \
duration            -0.012734          -0.013112     -0.011405           
src_bytes           -0.070601          -0.071762     -0.068948           
dst_bytes           -0.057246          -0.058188     -0.055852           
land                -0.000929          -0.000944     -0.000908           
wrong_fragment      -0.005899          -0.005996     -0.005767           
urgent              -0.000510          -0.000518     -0.000499           
hot                 -0.007502          -0.007626     -0.007335           
num_failed_logins   -0.000751          -0.000764     -0.000735           
logged_in           -0.053345          -0.054222     -0.051899           
num_compromised     -0.002451          -0.002492     -0.002397           
root_shell          -0.002416          -0.002456     -0.002362           
su_attempted        -0.001611          -0.001637     -0.001575           
num_root            -0.003031          -0.003081     -0.002963           
num_file_creations  -0.001914          -0.001946     -0.001871           
num_shells          -0.000415          -0.000422     -0.000406           
num_access_files    -0.001294          -0.001316     -0.001265           
num_outbound_cmds   NaN                NaN           NaN                 
is_host_login       -0.000186          -0.000189     -0.000182           
is_guest_login      -0.006429          -0.006535     -0.006285           
count                0.071602           0.073638      0.074777           
srv_count           -0.015961          -0.016511     -0.015603           
serror_rate          0.074221           0.071803      0.077615           
srv_serror_rate      0.074419           0.072049      0.077844           
rerror_rate          0.018972           0.024447      0.011585           
srv_rerror_rate      0.018669           0.023940      0.011222           
same_srv_rate       -0.089125          -0.089009     -0.086446           
diff_srv_rate        0.004143           0.004146      0.005549           
srv_diff_host_rate  -0.024690          -0.025096     -0.024138           
dst_host_count       0.048343           0.044364      0.046020           
dst_host_srv_count  -0.063029          -0.064095     -0.061888           
...                       ...                ...           ...           
service__remote_job -0.001641          -0.001668     -0.001604           
service__rje        -0.001723          -0.001751     -0.001684           
service__shell      -0.001498          -0.001522     -0.001464           
service__smtp       -0.016364          -0.016634     -0.015998           
service__sql_net    -0.002910          -0.002958     -0.002845           
service__ssh        -0.003279          -0.003333     -0.003206           
service__sunrpc     -0.003631          -0.003690     -0.003549           
service__supdup     -0.004341          -0.004413     -0.004244           
service__systat     -0.004064          -0.004131     -0.003973           
service__telnet     -0.009094          -0.009244     -0.008891           
service__tftp_u     -0.000322          -0.000327     -0.000314           
service__tim_i      -0.000525          -0.000534     -0.000514           
service__time       -0.004762          -0.004840     -0.004655           
service__urh_i      -0.000587          -0.000597     -0.000574           
service__urp_i      -0.004568          -0.004643     -0.004466           
service__uucp       -0.005203          -0.005289     -0.005087           
service__uucp_path  -0.004888          -0.004969     -0.004779           
service__vmnet      -0.004625          -0.004701     -0.004521           
service__whois      -0.004903          -0.004983     -0.004793           
flag__OTH           -0.001260          -0.001281     -0.001232           
flag__REJ            0.026059           0.031235     -0.018428           
flag__RSTO          -0.007386          -0.007508      0.079965           
flag__RSTOS0        -0.001886           0.006411      0.006812           
flag__RSTR          -0.003941          -0.003311     -0.000912           
flag__S0             0.074954           0.072426      0.078213           
flag__S1            -0.003553          -0.003612     -0.003474           
flag__S2            -0.002094          -0.002128     -0.002047           
flag__S3            -0.001300          -0.001322     -0.001271           
flag__SF            -0.079886          -0.081200     -0.078099           
flag__SH            -0.000450          -0.000542     -0.000323           

                     service__discard  service__domain  service__domain_u  \
duration            -0.011678         -0.012661        -0.037233            
src_bytes           -0.069248         -0.066385         0.053470            
dst_bytes           -0.056876         -0.050679         0.083619            
land                -0.000923         -0.000949        -0.003918            
wrong_fragment      -0.005861         -0.006028        -0.024886            
urgent              -0.000507         -0.000521        -0.002151            
hot                 -0.007454         -0.007667        -0.031651            
num_failed_logins   -0.000746         -0.000768        -0.003170            
logged_in           -0.052750         -0.045797        -0.225052            
num_compromised     -0.002436         -0.002505        -0.010342            
root_shell          -0.002400         -0.002469        -0.010193            
su_attempted        -0.001600         -0.001646        -0.006796            
num_root            -0.003012         -0.003097        -0.012788            
num_file_creations  -0.001902         -0.001956        -0.008075            
num_shells          -0.000413         -0.000424        -0.001752            
num_access_files    -0.001286         -0.001323        -0.005460            
num_outbound_cmds   NaN               NaN              NaN                  
is_host_login       -0.000185         -0.000190        -0.000784            
is_guest_login      -0.006387         -0.006570        -0.027123            
count                0.074681          0.075046         0.062905            
srv_count           -0.015851         -0.017082         0.419525            
serror_rate          0.070223          0.067263        -0.177182            
srv_serror_rate      0.070400          0.067469        -0.175736            
rerror_rate          0.023858          0.015197        -0.104108            
srv_rerror_rate      0.023058          0.014831        -0.104128            
same_srv_rate       -0.087896         -0.087813         0.206322            
diff_srv_rate        0.006270          0.004394        -0.072783            
srv_diff_host_rate  -0.024530         -0.025230         0.003023            
dst_host_count       0.047058          0.046309         0.129073            
dst_host_srv_count  -0.062619         -0.064914         0.248590            
...                       ...               ...              ...            
service__remote_job -0.001630         -0.001677        -0.006922            
service__rje        -0.001712         -0.001761        -0.007269            
service__shell      -0.001488         -0.001530        -0.006319            
service__smtp       -0.016258         -0.016722        -0.069038            
service__sql_net    -0.002891         -0.002973        -0.012276            
service__ssh        -0.003258         -0.003351        -0.013835            
service__sunrpc     -0.003607         -0.003710        -0.015317            
service__supdup     -0.004313         -0.004436        -0.018314            
service__systat     -0.004038         -0.004153        -0.017145            
service__telnet     -0.009035         -0.009293        -0.038367            
service__tftp_u     -0.000320         -0.000329        -0.001357            
service__tim_i      -0.000522         -0.000537        -0.002216            
service__time       -0.004731         -0.004866        -0.020090            
service__urh_i      -0.000584         -0.000600        -0.002478            
service__urp_i      -0.004538         -0.004668        -0.019271            
service__uucp       -0.005169         -0.005317        -0.021951            
service__uucp_path  -0.004857         -0.004995        -0.020623            
service__vmnet      -0.004595         -0.004726        -0.019510            
service__whois      -0.004871         -0.005010        -0.020683            
flag__OTH           -0.001252         -0.001287        -0.005315            
flag__REJ           -0.019210          0.020048        -0.087013            
flag__RSTO           0.118066         -0.003269        -0.031160            
flag__RSTOS0         0.006644          0.002215        -0.007955            
flag__RSTR          -0.002074         -0.004256        -0.038928            
flag__S0             0.070794          0.067901        -0.171984            
flag__S1            -0.003530         -0.003631        -0.014991            
flag__S2            -0.002080         -0.002140        -0.008834            
flag__S3            -0.001292         -0.001329        -0.005486            
flag__SF            -0.079121         -0.071023         0.229470            
flag__SH            -0.000413         -0.000573        -0.012912            

                     service__echo  service__eco_i  service__ecr_i  \
duration            -0.010190      -0.040904       -0.033299         
src_bytes           -0.062893      -0.057259        0.176566         
dst_bytes           -0.050994      -0.168801       -0.137417         
land                -0.000828      -0.002738       -0.002229         
wrong_fragment      -0.005262      -0.017394        0.026001         
urgent              -0.000455      -0.001504       -0.001224         
hot                 -0.006692      -0.022122       -0.018009         
num_failed_logins   -0.000670      -0.002215       -0.001804         
logged_in           -0.047305      -0.157297       -0.128051         
num_compromised     -0.002187      -0.007229       -0.005885         
root_shell          -0.002155      -0.007124       -0.005800         
su_attempted        -0.001437      -0.004750       -0.003867         
num_root            -0.002704      -0.008938       -0.007276         
num_file_creations  -0.001707      -0.005644       -0.004595         
num_shells          -0.000370      -0.001225       -0.000997         
num_access_files    -0.001154      -0.003816       -0.003107         
num_outbound_cmds   NaN            NaN             NaN               
is_host_login       -0.000166      -0.000548       -0.000446         
is_guest_login      -0.005735      -0.018957       -0.015433         
count                0.063695      -0.140704        0.332067         
srv_count           -0.013614      -0.019153        0.647767         
serror_rate          0.063080      -0.123713       -0.100713         
srv_serror_rate      0.063311      -0.122829       -0.099992         
rerror_rate          0.021325      -0.072579       -0.059236         
srv_rerror_rate      0.020472      -0.072779       -0.059247         
same_srv_rate       -0.077903       0.136294        0.121926         
diff_srv_rate        0.004309      -0.034988       -0.055314         
srv_diff_host_rate  -0.022023       0.495998       -0.047325         
dst_host_count       0.041762      -0.316414        0.059317         
dst_host_srv_count  -0.055814      -0.031730        0.050394         
...                       ...            ...             ...         
service__remote_job -0.001464      -0.004838       -0.003939         
service__rje        -0.001537      -0.005080       -0.004136         
service__shell      -0.001336      -0.004416       -0.003595         
service__smtp       -0.014597      -0.048253       -0.039282         
service__sql_net    -0.002596      -0.008580       -0.006985         
service__ssh        -0.002925      -0.009670       -0.007872         
service__sunrpc     -0.003238      -0.010706       -0.008715         
service__supdup     -0.003872      -0.012801       -0.010421         
service__systat     -0.003625      -0.011983       -0.009755         
service__telnet     -0.008112      -0.026816       -0.021830         
service__tftp_u     -0.000287      -0.000949       -0.000772         
service__tim_i      -0.000469      -0.001549       -0.001261         
service__time       -0.004248      -0.014041       -0.011431         
service__urh_i      -0.000524      -0.001732       -0.001410         
service__urp_i      -0.004074      -0.013469       -0.010965         
service__uucp       -0.004641      -0.015342       -0.012490         
service__uucp_path  -0.004360      -0.014414       -0.011734         
service__vmnet      -0.004125      -0.013636       -0.011101         
service__whois      -0.004373      -0.014456       -0.011768         
flag__OTH           -0.001124      -0.003715       -0.003024         
flag__REJ           -0.016495      -0.060816       -0.049509         
flag__RSTO           0.101147      -0.021779       -0.017730         
flag__RSTOS0         0.007798      -0.005560       -0.004526         
flag__RSTR          -0.000336      -0.027208       -0.022150         
flag__S0             0.063577      -0.120206       -0.097857         
flag__S1            -0.003170      -0.010478       -0.008530         
flag__S2            -0.001868      -0.006175       -0.005027         
flag__S3            -0.001160      -0.003834       -0.003121         
flag__SF            -0.070980       0.160385        0.130565         
flag__SH             0.000194      -0.009025       -0.007347         

                     service__efs  service__exec  service__finger  \
duration            -0.012167     -0.011561      -0.019961          
src_bytes           -0.066585     -0.065746      -0.101490          
dst_bytes           -0.053990     -0.053372      -0.056174          
land                -0.000876     -0.000866       0.113329          
wrong_fragment      -0.005563     -0.005500      -0.010673          
urgent              -0.000481     -0.000475      -0.000923          
hot                 -0.007076     -0.006995      -0.013243          
num_failed_logins   -0.000709     -0.000700      -0.001359          
logged_in           -0.050311     -0.049735      -0.096524          
num_compromised     -0.002312     -0.002286      -0.004436          
root_shell          -0.002279     -0.002253      -0.004372          
su_attempted        -0.001519     -0.001502      -0.002915          
num_root            -0.002859     -0.002826      -0.005485          
num_file_creations  -0.001805     -0.001784      -0.003463          
num_shells          -0.000392     -0.000387      -0.000751          
num_access_files    -0.001221     -0.001207      -0.002342          
num_outbound_cmds   NaN           NaN            NaN                
is_host_login       -0.000175     -0.000173      -0.000336          
is_guest_login      -0.006063     -0.005994      -0.011633          
count                0.019350      0.018231      -0.012659          
srv_count           -0.013459     -0.013484      -0.033334          
serror_rate          0.070427      0.067789       0.092143          
srv_serror_rate      0.070825      0.067900       0.093037          
rerror_rate          0.017409      0.019770      -0.024553          
srv_rerror_rate      0.016724      0.019053      -0.026306          
same_srv_rate       -0.074459     -0.075170      -0.050430          
diff_srv_rate        0.002580      0.003094       0.031321          
srv_diff_host_rate  -0.023286     -0.023019      -0.035609          
dst_host_count       0.045653      0.045130       0.024329          
dst_host_srv_count  -0.058182     -0.057680      -0.097248          
...                       ...           ...            ...          
service__remote_job -0.001547     -0.001530      -0.002969          
service__rje        -0.001625     -0.001606      -0.003117          
service__shell      -0.001413     -0.001396      -0.002710          
service__smtp       -0.015434     -0.015257      -0.029610          
service__sql_net    -0.002744     -0.002713      -0.005265          
service__ssh        -0.003093     -0.003057      -0.005934          
service__sunrpc     -0.003424     -0.003385      -0.006569          
service__supdup     -0.004094     -0.004047      -0.007855          
service__systat     -0.003833     -0.003789      -0.007353          
service__telnet     -0.008577     -0.008479      -0.016456          
service__tftp_u     -0.000303     -0.000300      -0.000582          
service__tim_i      -0.000495     -0.000490      -0.000951          
service__time       -0.004491     -0.004440      -0.008616          
service__urh_i      -0.000554     -0.000548      -0.001063          
service__urp_i      -0.004308     -0.004259      -0.008265          
service__uucp       -0.004907     -0.004851      -0.009415          
service__uucp_path  -0.004610     -0.004558      -0.008845          
service__vmnet      -0.004362     -0.004312      -0.008368          
service__whois      -0.004624     -0.004571      -0.008871          
flag__OTH           -0.001188     -0.001175      -0.002280          
flag__REJ            0.024627     -0.018774      -0.037320          
flag__RSTO          -0.006966      0.110279       0.034214          
flag__RSTOS0        -0.001778     -0.001758       0.001311          
flag__RSTR          -0.005902     -0.004825      -0.013255          
flag__S0             0.071298      0.068362       0.094482          
flag__S1            -0.003351     -0.003313      -0.002662          
flag__S2            -0.001975     -0.001952      -0.003789          
flag__S3            -0.001226     -0.001212       0.001070          
flag__SF            -0.075342     -0.074215      -0.067547          
flag__SH            -0.000120     -0.000055      -0.004081          

                     service__ftp  service__ftp_data  service__gopher  \
duration             0.130138     -0.028979          -0.011208          
src_bytes            0.054808      0.204532          -0.068526          
dst_bytes            0.074900     -0.201099          -0.055045          
land                -0.001674     -0.003381          -0.000905          
wrong_fragment      -0.010634     -0.021475          -0.005750          
urgent              -0.000919     -0.001857          -0.000497          
hot                  0.753790     -0.021329          -0.007313          
num_failed_logins    0.006351     -0.002735          -0.000732          
logged_in            0.068422      0.090944          -0.050732          
num_compromised     -0.004419     -0.008232          -0.002390          
root_shell          -0.004355     -0.004973          -0.002355          
su_attempted        -0.002904     -0.005864          -0.001570          
num_root            -0.005464      0.091375          -0.002955          
num_file_creations   0.004167     -0.001444          -0.001866          
num_shells          -0.000749     -0.001512          -0.000405          
num_access_files    -0.002333     -0.004712          -0.001262          
num_outbound_cmds   NaN           NaN                NaN                
is_host_login       -0.000335     -0.000676          -0.000181          
is_guest_login       0.820069     -0.023406          -0.006267          
count               -0.018201     -0.121432           0.071757          
srv_count           -0.039063     -0.072588          -0.014889          
serror_rate         -0.014303     -0.060507           0.065934          
srv_serror_rate     -0.013788     -0.060677           0.066140          
rerror_rate         -0.015010     -0.075569           0.023445          
srv_rerror_rate     -0.015920     -0.076040           0.022827          
same_srv_rate        0.014799      0.097265          -0.083297          
diff_srv_rate       -0.009699     -0.023662           0.007023          
srv_diff_host_rate  -0.040597     -0.061064          -0.024068          
dst_host_count       0.008877     -0.090063           0.043922          
dst_host_srv_count  -0.090790     -0.133844          -0.061074          
...                       ...           ...                ...          
service__remote_job -0.002958     -0.005973          -0.001599          
service__rje        -0.003106     -0.006273          -0.001679          
service__shell      -0.002700     -0.005453          -0.001460          
service__smtp       -0.029500     -0.059577          -0.015952          
service__sql_net    -0.005246     -0.010594          -0.002837          
service__ssh        -0.005912     -0.011939          -0.003197          
service__sunrpc     -0.006545     -0.013218          -0.003539          
service__supdup     -0.007826     -0.015805          -0.004232          
service__systat     -0.007326     -0.014795          -0.003962          
service__telnet     -0.016394     -0.033109          -0.008865          
service__tftp_u     -0.000580     -0.001171          -0.000314          
service__tim_i      -0.000947     -0.001913          -0.000512          
service__time       -0.008584     -0.017337          -0.004642          
service__urh_i      -0.001059     -0.002138          -0.000573          
service__urp_i      -0.008234     -0.016630          -0.004453          
service__uucp       -0.009379     -0.018943          -0.005072          
service__uucp_path  -0.008812     -0.017797          -0.004765          
service__vmnet      -0.008337     -0.016837          -0.004508          
service__whois      -0.008838     -0.017849          -0.004779          
flag__OTH            0.004821     -0.000925          -0.001228          
flag__REJ           -0.037180     -0.061095           0.029081          
flag__RSTO           0.065660     -0.026890          -0.003837          
flag__RSTOS0         0.001341     -0.005641           0.002502          
flag__RSTR          -0.013673     -0.031300          -0.003574          
flag__S0            -0.014122     -0.059578           0.066467          
flag__S1             0.006199      0.011145          -0.003464          
flag__S2            -0.001640     -0.001010          -0.002041          
flag__S3            -0.002344      0.018330          -0.001268          
flag__SF             0.023115      0.104028          -0.075094          
flag__SH            -0.004055     -0.010388          -0.000306          

                     service__harvest  service__hostnames  service__http  \
duration            -0.000839         -0.011648           -0.132135        
src_bytes           -0.004268         -0.064840            0.427206        
dst_bytes           -0.003460         -0.052575            0.706331        
land                -0.000056         -0.000853           -0.009670        
wrong_fragment      -0.000357         -0.005417           -0.061417        
urgent              -0.000031         -0.000468           -0.005309        
hot                 -0.000454         -0.006890           -0.034710        
num_failed_logins   -0.000045         -0.000690           -0.007823        
logged_in           -0.003225         -0.048992            0.699557        
num_compromised     -0.000148         -0.002251           -0.023342        
root_shell          -0.000146         -0.002219            0.002270        
su_attempted        -0.000097         -0.001479           -0.016771        
num_root            -0.000183         -0.002784           -0.031560        
num_file_creations  -0.000116         -0.001758           -0.019929        
num_shells          -0.000025         -0.000381           -0.004324        
num_access_files    -0.000078         -0.001189           -0.013476        
num_outbound_cmds   NaN               NaN                 NaN              
is_host_login       -0.000011         -0.000171           -0.001934        
is_guest_login      -0.000389         -0.005904           -0.066938        
count                0.014820          0.075618           -0.429109        
srv_count           -0.001467         -0.013907           -0.149514        
serror_rate         -0.001602          0.064636           -0.372951        
srv_serror_rate      0.001939          0.064786           -0.372034        
rerror_rate          0.009389          0.022404           -0.101919        
srv_rerror_rate      0.004664          0.022062           -0.099834        
same_srv_rate       -0.005990         -0.081480            0.491896        
diff_srv_rate        0.020705          0.004310           -0.221709        
srv_diff_host_rate  -0.001492         -0.022675            0.044968        
dst_host_count       0.002926          0.044382           -0.359792        
dst_host_srv_count  -0.004127         -0.057366            0.734631        
...                       ...               ...                 ...        
service__remote_job -0.000099         -0.001507           -0.017083        
service__rje        -0.000104         -0.001582           -0.017939        
service__shell      -0.000091         -0.001376           -0.015594        
service__smtp       -0.000989         -0.015029           -0.170383        
service__sql_net    -0.000176         -0.002672           -0.030297        
service__ssh        -0.000198         -0.003012           -0.034144        
service__sunrpc     -0.000219         -0.003334           -0.037802        
service__supdup     -0.000262         -0.003987           -0.045199        
service__systat     -0.000246         -0.003732           -0.042313        
service__telnet     -0.000550         -0.008352           -0.094689        
service__tftp_u     -0.000019         -0.000295           -0.003349        
service__tim_i      -0.000032         -0.000482           -0.005470        
service__time       -0.000288         -0.004373           -0.049581        
service__urh_i      -0.000036         -0.000539           -0.006115        
service__urp_i      -0.000276         -0.004195           -0.047559        
service__uucp       -0.000315         -0.004779           -0.054174        
service__uucp_path  -0.000295         -0.004489           -0.050897        
service__vmnet      -0.000280         -0.004247           -0.048151        
service__whois      -0.000296         -0.004503           -0.051045        
flag__OTH           -0.000076         -0.001157           -0.009555        
flag__REJ            0.005744          0.029085           -0.046982        
flag__RSTO          -0.000446         -0.006783           -0.064449        
flag__RSTOS0        -0.000114         -0.001732           -0.018443        
flag__RSTR          -0.000558         -0.002723           -0.083681        
flag__S0             0.001989          0.065234           -0.371888        
flag__S1            -0.000215         -0.003263            0.017449        
flag__S2            -0.000127         -0.001923            0.027521        
flag__S3            -0.000079         -0.001194            0.001130        
flag__SF            -0.004829         -0.073367            0.404777        
flag__SH            -0.000185          0.000030           -0.031500        

                     service__http_2784  service__http_443  \
duration            -0.000593           -0.013503            
src_bytes           -0.003018           -0.069618            
dst_bytes           -0.002447           -0.056449            
land                -0.000040           -0.000916            
wrong_fragment      -0.000252           -0.005817            
urgent              -0.000022           -0.000503            
hot                 -0.000321           -0.007398            
num_failed_logins   -0.000032           -0.000741            
logged_in           -0.002280           -0.052602            
num_compromised     -0.000105           -0.002417            
root_shell          -0.000103           -0.002382            
su_attempted        -0.000069           -0.001588            
num_root            -0.000130           -0.002989            
num_file_creations  -0.000082           -0.001887            
num_shells          -0.000018           -0.000410            
num_access_files    -0.000055           -0.001276            
num_outbound_cmds   NaN                 NaN                  
is_host_login       -0.000008           -0.000183            
is_guest_login      -0.000275           -0.006340            
count                0.010455            0.025247            
srv_count           -0.001037           -0.014087            
serror_rate         -0.001354            0.068995            
srv_serror_rate     -0.001780            0.069215            
rerror_rate          0.007035            0.024638            
srv_rerror_rate      0.007651            0.024166            
same_srv_rate       -0.004236           -0.079650            
diff_srv_rate        0.014640            0.004783            
srv_diff_host_rate  -0.001055           -0.024346            
dst_host_count       0.002069            0.047732            
dst_host_srv_count  -0.002918           -0.060925            
...                       ...                 ...            
service__remote_job -0.000070           -0.001618            
service__rje        -0.000074           -0.001699            
service__shell      -0.000064           -0.001477            
service__smtp       -0.000699           -0.016137            
service__sql_net    -0.000124           -0.002869            
service__ssh        -0.000140           -0.003234            
service__sunrpc     -0.000155           -0.003580            
service__supdup     -0.000186           -0.004281            
service__systat     -0.000174           -0.004007            
service__telnet     -0.000389           -0.008968            
service__tftp_u     -0.000014           -0.000317            
service__tim_i      -0.000022           -0.000518            
service__time       -0.000204           -0.004696            
service__urh_i      -0.000025           -0.000579            
service__urp_i      -0.000195           -0.004504            
service__uucp       -0.000222           -0.005131            
service__uucp_path  -0.000209           -0.004820            
service__vmnet      -0.000198           -0.004560            
service__whois      -0.000210           -0.004834            
flag__OTH           -0.000054           -0.001242            
flag__REJ            0.009005            0.033455            
flag__RSTO          -0.000316           -0.007283            
flag__RSTOS0        -0.000081           -0.001859            
flag__RSTR          -0.000394           -0.006419            
flag__S0            -0.001742            0.069738            
flag__S1            -0.000152           -0.003504            
flag__S2            -0.000090           -0.002065            
flag__S3            -0.000056           -0.001282            
flag__SF            -0.003415           -0.078774            
flag__SH            -0.000131           -0.000371            

                     service__http_8001  service__imap4  service__iso_tsap  \
duration            -0.000839           -0.013043       -0.014689            
src_bytes           -0.004268           -0.075283       -0.079312            
dst_bytes           -0.003460           -0.060773       -0.064309            
land                -0.000056           -0.001012       -0.001043            
wrong_fragment      -0.000357           -0.006430       -0.006627            
urgent              -0.000031           -0.000556       -0.000573            
hot                 -0.000454           -0.007632       -0.008428            
num_failed_logins   -0.000045           -0.000819       -0.000844            
logged_in           -0.003225           -0.057011       -0.059926            
num_compromised     -0.000148           -0.000035       -0.002754            
root_shell          -0.000146           -0.002633       -0.002714            
su_attempted        -0.000097           -0.001756       -0.001810            
num_root            -0.000183           -0.000953       -0.003405            
num_file_creations  -0.000116           -0.002086       -0.002150            
num_shells          -0.000025           -0.000453       -0.000467            
num_access_files    -0.000078           -0.001411       -0.001454            
num_outbound_cmds   NaN                 NaN             NaN                  
is_host_login       -0.000011           -0.000202       -0.000209            
is_guest_login      -0.000389           -0.007008       -0.007222            
count                0.014820            0.091088        0.095139            
srv_count           -0.001467           -0.014892       -0.016093            
serror_rate         -0.001379            0.078679        0.086582            
srv_serror_rate      0.001939            0.078648        0.086789            
rerror_rate          0.009327            0.021590        0.016946            
srv_rerror_rate      0.004664            0.020888        0.016568            
same_srv_rate       -0.005990           -0.094193       -0.099358            
diff_srv_rate        0.020705            0.001758        0.002805            
srv_diff_host_rate  -0.001492           -0.025810       -0.027736            
dst_host_count       0.002926            0.049933        0.054203            
dst_host_srv_count  -0.004127           -0.068147       -0.069628            
...                       ...                 ...             ...            
service__remote_job -0.000099           -0.001788       -0.001843            
service__rje        -0.000104           -0.001878       -0.001935            
service__shell      -0.000091           -0.001633       -0.001683            
service__smtp       -0.000989           -0.017837       -0.018383            
service__sql_net    -0.000176           -0.003172       -0.003269            
service__ssh        -0.000198           -0.003574       -0.003684            
service__sunrpc     -0.000219           -0.003957       -0.004079            
service__supdup     -0.000262           -0.004732       -0.004877            
service__systat     -0.000246           -0.004430       -0.004565            
service__telnet     -0.000550           -0.009913       -0.010216            
service__tftp_u     -0.000019           -0.000351       -0.000361            
service__tim_i      -0.000032           -0.000573       -0.000590            
service__time       -0.000288           -0.005191       -0.005349            
service__urh_i      -0.000036           -0.000640       -0.000660            
service__urp_i      -0.000276           -0.004979       -0.005131            
service__uucp       -0.000315           -0.005671       -0.005845            
service__uucp_path  -0.000295           -0.005328       -0.005491            
service__vmnet      -0.000280           -0.005041       -0.005195            
service__whois      -0.000296           -0.005344       -0.005507            
flag__OTH           -0.000076           -0.001373       -0.001415            
flag__REJ            0.005744            0.029345        0.024486            
flag__RSTO          -0.000446           -0.007047       -0.008297            
flag__RSTOS0        -0.000114           -0.002055       -0.002118            
flag__RSTR          -0.000558           -0.006013       -0.004870            
flag__S0             0.001989            0.077703        0.087450            
flag__S1            -0.000215           -0.001807       -0.003992            
flag__S2            -0.000127           -0.002283       -0.002352            
flag__S3            -0.000079           -0.001417       -0.001461            
flag__SF            -0.004829           -0.084814       -0.089742            
flag__SH            -0.000185            0.008648       -0.001112            

                     service__klogin  service__kshell  service__ldap  \
duration            -0.011391        -0.009101        -0.012025        
src_bytes           -0.062902        -0.052242        -0.061203        
dst_bytes           -0.051003        -0.042360        -0.049626        
land                -0.000827        -0.000687        -0.000805        
wrong_fragment      -0.005255        -0.004365        -0.005113        
urgent              -0.000454        -0.000377        -0.000442        
hot                 -0.006684        -0.005552        -0.006504        
num_failed_logins   -0.000669        -0.000556        -0.000651        
logged_in           -0.047527        -0.039473        -0.046243        
num_compromised     -0.002184        -0.001814        -0.002125        
root_shell          -0.002153        -0.001788        -0.002094        
su_attempted        -0.001435        -0.001192        -0.001396        
num_root            -0.002701        -0.002243        -0.002628        
num_file_creations  -0.001705        -0.001416        -0.001659        
num_shells          -0.000370        -0.000307        -0.000360        
num_access_files    -0.001153        -0.000958        -0.001122        
num_outbound_cmds   NaN              NaN              NaN              
is_host_login       -0.000165        -0.000137        -0.000161        
is_guest_login      -0.005728        -0.004757        -0.005573        
count                0.015289         0.011786         0.034585        
srv_count           -0.012925        -0.010447        -0.012796        
serror_rate          0.072028         0.053417         0.063806        
srv_serror_rate      0.072420         0.053841         0.063972        
rerror_rate          0.008791         0.016211         0.017292        
srv_rerror_rate      0.008184         0.015508         0.016930        
same_srv_rate       -0.065435        -0.058640        -0.072039        
diff_srv_rate        0.002917         0.003019         0.003299        
srv_diff_host_rate  -0.021998        -0.018270        -0.021403        
dst_host_count       0.043127         0.035819         0.041407        
dst_host_srv_count  -0.055211        -0.045641        -0.053995        
...                       ...              ...              ...        
service__remote_job -0.001462        -0.001214        -0.001422        
service__rje        -0.001535        -0.001275        -0.001494        
service__shell      -0.001334        -0.001108        -0.001298        
service__smtp       -0.014580        -0.012109        -0.014186        
service__sql_net    -0.002593        -0.002153        -0.002522        
service__ssh        -0.002922        -0.002427        -0.002843        
service__sunrpc     -0.003235        -0.002687        -0.003147        
service__supdup     -0.003868        -0.003212        -0.003763        
service__systat     -0.003621        -0.003007        -0.003523        
service__telnet     -0.008103        -0.006729        -0.007884        
service__tftp_u     -0.000287        -0.000238        -0.000279        
service__tim_i      -0.000468        -0.000389        -0.000455        
service__time       -0.004243        -0.003524        -0.004128        
service__urh_i      -0.000523        -0.000435        -0.000509        
service__urp_i      -0.004070        -0.003380        -0.003960        
service__uucp       -0.004636        -0.003850        -0.004510        
service__uucp_path  -0.004355        -0.003617        -0.004238        
service__vmnet      -0.004120        -0.003422        -0.004009        
service__whois      -0.004368        -0.003628        -0.004250        
flag__OTH           -0.001122        -0.000932        -0.001092        
flag__REJ            0.014463         0.021373         0.024179        
flag__RSTO          -0.006581        -0.005465        -0.006403        
flag__RSTOS0        -0.001680        -0.001395        -0.001635        
flag__RSTR          -0.005257        -0.003263        -0.004953        
flag__S0             0.072830         0.054073         0.064359        
flag__S1            -0.003166        -0.002629        -0.003080        
flag__S2            -0.001866        -0.001550        -0.001815        
flag__S3            -0.001159        -0.000962        -0.001127        
flag__SF            -0.071174        -0.059113        -0.069251        
flag__SH             0.000201         0.001256         0.000355        

                     service__link  service__login  service__mtp  \
duration            -0.011872      -0.009974       -0.011325       
src_bytes           -0.065893      -0.061925       -0.063338       
dst_bytes           -0.053428      -0.050056       -0.051357       
land                -0.000867      -0.000824       -0.000833       
wrong_fragment      -0.005505      -0.005231       -0.005292       
urgent              -0.000476       0.028003       -0.000457       
hot                 -0.007002      -0.006653       -0.006731       
num_failed_logins   -0.000701      -0.000666       -0.000674       
logged_in           -0.049787      -0.046470       -0.047856       
num_compromised     -0.002288      -0.002174       -0.002199       
root_shell          -0.002255      -0.002143       -0.002167       
su_attempted        -0.001503      -0.001428       -0.001445       
num_root            -0.002829      -0.002688       -0.002719       
num_file_creations  -0.001786      -0.001697       -0.001717       
num_shells          -0.000388      -0.000368       -0.000373       
num_access_files    -0.001208      -0.001148       -0.001161       
num_outbound_cmds   NaN            NaN             NaN             
is_host_login       -0.000173      -0.000165       -0.000167       
is_guest_login      -0.006000      -0.005701       -0.005768       
count                0.072725       0.017335        0.068720       
srv_count           -0.014216      -0.013041       -0.014031       
serror_rate          0.064241       0.069107        0.065375       
srv_serror_rate      0.064849       0.069138        0.065590       
rerror_rate          0.024798       0.011498        0.018803       
srv_rerror_rate      0.023786       0.010110        0.018368       
same_srv_rate       -0.081008      -0.069109       -0.077234       
diff_srv_rate        0.003175       0.004927        0.003317       
srv_diff_host_rate  -0.023044      -0.021895       -0.022150       
dst_host_count       0.043221       0.042232        0.040809       
dst_host_srv_count  -0.058310      -0.055192       -0.056234       
...                       ...            ...             ...       
service__remote_job -0.001531      -0.001455       -0.001472       
service__rje        -0.001608      -0.001528       -0.001546       
service__shell      -0.001398      -0.001328       -0.001344       
service__smtp       -0.015273      -0.014512       -0.014681       
service__sql_net    -0.002716      -0.002580       -0.002610       
service__ssh        -0.003061      -0.002908       -0.002942       
service__sunrpc     -0.003389      -0.003220       -0.003257       
service__supdup     -0.004052      -0.003850       -0.003895       
service__systat     -0.003793      -0.003604       -0.003646       
service__telnet     -0.008488      -0.008065       -0.008159       
service__tftp_u     -0.000300      -0.000285       -0.000289       
service__tim_i      -0.000490      -0.000466       -0.000471       
service__time       -0.004444      -0.004223       -0.004272       
service__urh_i      -0.000548      -0.000521       -0.000527       
service__urp_i      -0.004263      -0.004051       -0.004098       
service__uucp       -0.004856      -0.004614       -0.004668       
service__uucp_path  -0.004562      -0.004335       -0.004385       
service__vmnet      -0.004316      -0.004101       -0.004149       
service__whois      -0.004576      -0.004348       -0.004398       
flag__OTH           -0.001176      -0.001117       -0.001130       
flag__REJ            0.031197      -0.018290        0.023565       
flag__RSTO          -0.006893       0.083338       -0.006626       
flag__RSTOS0        -0.001760      -0.001672        0.003021       
flag__RSTR          -0.002952      -0.005205       -0.000429       
flag__S0             0.065315       0.069850        0.065810       
flag__S1            -0.003316      -0.003151       -0.003188       
flag__S2            -0.001954      -0.001857       -0.001879       
flag__S3            -0.001214      -0.001153       -0.001167       
flag__SF            -0.074558      -0.069455       -0.071667       
flag__SH            -0.000061      -0.002714        0.000162       

                     service__name  service__netbios_dgm  service__netbios_ns  \
duration            -0.011509      -0.010818             -0.009836              
src_bytes           -0.064200      -0.060827             -0.056290              
dst_bytes           -0.052056      -0.049321             -0.045642              
land                -0.000845      -0.000800             -0.000740              
wrong_fragment      -0.005364      -0.005082             -0.004703              
urgent              -0.000464      -0.000439             -0.000407              
hot                 -0.006822      -0.006464             -0.005982              
num_failed_logins   -0.000683      -0.000647             -0.000599              
logged_in           -0.048508      -0.045960             -0.042532              
num_compromised     -0.002229      -0.002112             -0.001955              
root_shell          -0.002197      -0.002082             -0.001926              
su_attempted        -0.001465      -0.001388             -0.001284              
num_root            -0.002756      -0.002612             -0.002417              
num_file_creations  -0.001740      -0.001649             -0.001526              
num_shells          -0.000378      -0.000358             -0.000331              
num_access_files    -0.001177      -0.001115             -0.001032              
num_outbound_cmds   NaN            NaN                   NaN                    
is_host_login       -0.000169      -0.000160             -0.000148              
is_guest_login      -0.005846      -0.005539             -0.005126              
count                0.064911       0.059351              0.051786              
srv_count           -0.014424      -0.013575             -0.012378              
serror_rate          0.060774       0.064330              0.056076              
srv_serror_rate      0.060980       0.064493              0.056236              
rerror_rate          0.026640       0.015674              0.019523              
srv_rerror_rate      0.026219       0.015564              0.019163              
same_srv_rate       -0.078438      -0.075576             -0.067451              
diff_srv_rate        0.005118       0.005027              0.003898              
srv_diff_host_rate  -0.022452      -0.021272             -0.019685              
dst_host_count       0.041429       0.041268              0.038405              
dst_host_srv_count  -0.057138      -0.054342             -0.050011              
...                       ...            ...                   ...              
service__remote_job -0.001492      -0.001414             -0.001308              
service__rje        -0.001567      -0.001484             -0.001374              
service__shell      -0.001362      -0.001290             -0.001194              
service__smtp       -0.014881      -0.014099             -0.013047              
service__sql_net    -0.002646      -0.002507             -0.002320              
service__ssh        -0.002982      -0.002825             -0.002615              
service__sunrpc     -0.003301      -0.003128             -0.002895              
service__supdup     -0.003948      -0.003740             -0.003461              
service__systat     -0.003695      -0.003501             -0.003240              
service__telnet     -0.008270      -0.007835             -0.007251              
service__tftp_u     -0.000293      -0.000277             -0.000256              
service__tim_i      -0.000478      -0.000453             -0.000419              
service__time       -0.004330      -0.004103             -0.003797              
service__urh_i      -0.000534      -0.000506             -0.000468              
service__urp_i      -0.004154      -0.003935             -0.003642              
service__uucp       -0.004731      -0.004483             -0.004148              
service__uucp_path  -0.004445      -0.004212             -0.003898              
service__vmnet      -0.004205      -0.003984             -0.003687              
service__whois      -0.004458      -0.004224             -0.003909              
flag__OTH           -0.001146      -0.001085             -0.001004              
flag__REJ            0.032545       0.020610              0.024478              
flag__RSTO          -0.006716      -0.006364             -0.005889              
flag__RSTOS0         0.002935      -0.001625             -0.001503              
flag__RSTR          -0.000646      -0.000800             -0.000738              
flag__S0             0.061272       0.064873              0.056542              
flag__S1            -0.003231      -0.003061             -0.002833              
flag__S2            -0.001904      -0.001804             -0.001670              
flag__S3            -0.001182      -0.001120             -0.001037              
flag__SF            -0.072643      -0.068826             -0.063693              
flag__SH             0.000085       0.000390              0.000829              

                     service__netbios_ssn  service__netstat  service__nnsp  \
duration            -0.009949             -0.010027         -0.014669        
src_bytes           -0.057231             -0.057338         -0.075933        
dst_bytes           -0.046621             -0.046492         -0.061569        
land                -0.000756             -0.000754         -0.000999        
wrong_fragment      -0.004804             -0.004791         -0.006344        
urgent              -0.000415             -0.000414         -0.000548        
hot                 -0.006110             -0.006093         -0.008069        
num_failed_logins   -0.000612             -0.000610         -0.000808        
logged_in           -0.043141             -0.043323         -0.057373        
num_compromised     -0.001996             -0.001991         -0.002637        
root_shell          -0.001968             -0.001962         -0.002598        
su_attempted        -0.001312             -0.001308         -0.001732        
num_root            -0.002469             -0.002462         -0.003260        
num_file_creations  -0.001559             -0.001554         -0.002059        
num_shells          -0.000338             -0.000337         -0.000447        
num_access_files    -0.001054             -0.001051         -0.001392        
num_outbound_cmds   NaN                   NaN               NaN              
is_host_login       -0.000151             -0.000151         -0.000200        
is_guest_login      -0.005236             -0.005221         -0.006915        
count                0.057667              0.052975          0.022443        
srv_count           -0.012601             -0.012641         -0.016583        
serror_rate          0.059852              0.066266          0.080610        
srv_serror_rate      0.059960              0.066468          0.080817        
rerror_rate          0.016335              0.007093          0.019447        
srv_rerror_rate      0.014723              0.006834          0.019004        
same_srv_rate       -0.070025             -0.070441         -0.089806        
diff_srv_rate        0.006246              0.005296          0.002444        
srv_diff_host_rate  -0.020108             -0.020052         -0.026555        
dst_host_count       0.039246              0.038013          0.051147        
dst_host_srv_count  -0.051031             -0.051082         -0.066833        
...                       ...                   ...               ...        
service__remote_job -0.001336             -0.001333         -0.001765        
service__rje        -0.001403             -0.001399         -0.001853        
service__shell      -0.001220             -0.001216         -0.001611        
service__smtp       -0.013327             -0.013290         -0.017600        
service__sql_net    -0.002370             -0.002363         -0.003130        
service__ssh        -0.002671             -0.002663         -0.003527        
service__sunrpc     -0.002957             -0.002949         -0.003905        
service__supdup     -0.003535             -0.003526         -0.004669        
service__systat     -0.003310             -0.003300         -0.004371        
service__telnet     -0.007406             -0.007386         -0.009781        
service__tftp_u     -0.000262             -0.000261         -0.000346        
service__tim_i      -0.000428             -0.000427         -0.000565        
service__time       -0.003878             -0.003867         -0.005122        
service__urh_i      -0.000478             -0.000477         -0.000632        
service__urp_i      -0.003720             -0.003710         -0.004913        
service__uucp       -0.004237             -0.004226         -0.005596        
service__uucp_path  -0.003981             -0.003970         -0.005258        
service__vmnet      -0.003766             -0.003756         -0.004974        
service__whois      -0.003993             -0.003982         -0.005273        
flag__OTH           -0.001026             -0.001023         -0.001355        
flag__REJ            0.019108              0.009861          0.027966        
flag__RSTO          -0.004675             -0.005999         -0.007944        
flag__RSTOS0        -0.001536              0.003671         -0.002028        
flag__RSTR          -0.001034              0.000088         -0.006645        
flag__S0             0.060285              0.066619          0.081431        
flag__S1            -0.002894             -0.002886         -0.003822        
flag__S2            -0.001705             -0.001701         -0.002252        
flag__S3            -0.001059             -0.001056         -0.001399        
flag__SF            -0.064153             -0.064879         -0.085919        
flag__SH             0.000708              0.000724         -0.000863        

                     service__nntp  service__ntp_u  service__other  \
duration            -0.008162       0.001671        0.440363         
src_bytes           -0.051489       0.008093        0.002900         
dst_bytes           -0.042147       0.008130       -0.073083         
land                -0.000684      -0.000515       -0.002667         
wrong_fragment      -0.004343      -0.003270       -0.016942         
urgent              -0.000375      -0.000283       -0.001465         
hot                 -0.005524      -0.004159       -0.020810         
num_failed_logins   -0.000553      -0.000417       -0.002158         
logged_in           -0.037598      -0.029573       -0.130385         
num_compromised     -0.001805      -0.001359       -0.007041         
root_shell          -0.001779      -0.001339       -0.006939         
su_attempted        -0.001186      -0.000893       -0.004626         
num_root            -0.002232      -0.001680       -0.008706         
num_file_creations  -0.001409      -0.001061       -0.004640         
num_shells          -0.000306      -0.000230       -0.001193         
num_access_files    -0.000953      -0.000718       -0.003717         
num_outbound_cmds   NaN            NaN             NaN               
is_host_login       -0.000137      -0.000103       -0.000533         
is_guest_login      -0.004733      -0.003564       -0.018465         
count                0.043143      -0.025987        0.087480         
srv_count           -0.011210      -0.013431       -0.002187         
serror_rate          0.060548      -0.023286       -0.101462         
srv_serror_rate      0.060659      -0.023093       -0.107882         
rerror_rate          0.004002      -0.013680        0.116016         
srv_rerror_rate      0.002599      -0.013683        0.122893         
same_srv_rate       -0.061874       0.014405       -0.040036         
diff_srv_rate        0.008380       0.013688        0.318778         
srv_diff_host_rate  -0.018178      -0.011176       -0.070912         
dst_host_count       0.034217      -0.021860        0.103506         
dst_host_srv_count  -0.046159      -0.025095       -0.162190         
...                       ...            ...             ...         
service__remote_job -0.001208      -0.000910       -0.004712         
service__rje        -0.001268      -0.000955       -0.004948         
service__shell      -0.001103      -0.000830       -0.004302         
service__smtp       -0.012048      -0.009072       -0.047000         
service__sql_net    -0.002142      -0.001613       -0.008357         
service__ssh        -0.002414      -0.001818       -0.009418         
service__sunrpc     -0.002673      -0.002013       -0.010428         
service__supdup     -0.003196      -0.002407       -0.012468         
service__systat     -0.002992      -0.002253       -0.011672         
service__telnet     -0.006696      -0.005042       -0.026120         
service__tftp_u     -0.000237      -0.000178       -0.000924         
service__tim_i      -0.000387      -0.000291       -0.001509         
service__time       -0.003506      -0.002640       -0.013677         
service__urh_i      -0.000432      -0.000326       -0.001687         
service__urp_i      -0.003363      -0.002532       -0.013119         
service__uucp       -0.003831      -0.002884       -0.014944         
service__uucp_path  -0.003599      -0.002710       -0.014040         
service__vmnet      -0.003405      -0.002564       -0.013282         
service__whois      -0.003609      -0.002718       -0.014081         
flag__OTH            0.007654      -0.000698        0.000928         
flag__REJ           -0.013459      -0.011434        0.086001         
flag__RSTO           0.043455      -0.004095       -0.018466         
flag__RSTOS0        -0.001388      -0.001045       -0.005416         
flag__RSTR          -0.000822      -0.005115        0.126612         
flag__S0             0.061247      -0.022600       -0.106501         
flag__S1            -0.002616      -0.001970       -0.004549         
flag__S2            -0.001542      -0.001161       -0.000540         
flag__S3            -0.000957      -0.000721       -0.001532         
flag__SF            -0.057145       0.030154        0.017580         
flag__SH            -0.002253      -0.001697       -0.008791         

                     service__pm_dump  service__pop_2  service__pop_3  \
duration            -0.001326         -0.001801       -0.000695         
src_bytes            0.001212         -0.026278       -0.007068         
dst_bytes            0.005050         -0.020719        0.016438         
land                -0.000089         -0.000351       -0.000646         
wrong_fragment      -0.000564         -0.002227       -0.004101         
urgent              -0.000049         -0.000193       -0.000355         
hot                 -0.000717         -0.002833       -0.005216         
num_failed_logins   -0.000072         -0.000284       -0.000522         
logged_in           -0.005099         -0.019491        0.029295         
num_compromised     -0.000234         -0.000926       -0.001704         
root_shell          -0.000231         -0.000912        0.003063         
su_attempted        -0.000154         -0.000608       -0.001120         
num_root            -0.000290         -0.001145       -0.000942         
num_file_creations  -0.000183         -0.000723       -0.001331         
num_shells          -0.000040         -0.000157       -0.000289         
num_access_files    -0.000124         -0.000489       -0.000900         
num_outbound_cmds   NaN               NaN             NaN               
is_host_login       -0.000018         -0.000070       -0.000129         
is_guest_login      -0.000614         -0.002428       -0.004470         
count                0.002338          0.030395       -0.009498         
srv_count           -0.002319         -0.006061       -0.015345         
serror_rate         -0.003789          0.019971       -0.008155         
srv_serror_rate     -0.003981          0.019964       -0.007990         
rerror_rate          0.007079          0.017411       -0.003255         
srv_rerror_rate     -0.002359          0.016316       -0.004823         
same_srv_rate       -0.006949         -0.030946        0.001976         
diff_srv_rate        0.032737          0.004269        0.019643         
srv_diff_host_rate  -0.002360         -0.009323       -0.017165         
dst_host_count      -0.000695          0.018124       -0.009892         
dst_host_srv_count  -0.006525         -0.023883       -0.045480         
...                       ...               ...             ...         
service__remote_job -0.000157         -0.000620       -0.001141         
service__rje        -0.000165         -0.000651       -0.001198         
service__shell      -0.000143         -0.000566       -0.001041         
service__smtp       -0.001564         -0.006179       -0.011377         
service__sql_net    -0.000278         -0.001099       -0.002023         
service__ssh        -0.000313         -0.001238       -0.002280         
service__sunrpc     -0.000347         -0.001371       -0.002524         
service__supdup     -0.000415         -0.001639       -0.003018         
service__systat     -0.000388         -0.001535       -0.002825         
service__telnet     -0.000869         -0.003434       -0.006322         
service__tftp_u     -0.000031         -0.000121       -0.000224         
service__tim_i      -0.000050         -0.000198       -0.000365         
service__time       -0.000455         -0.001798       -0.003311         
service__urh_i      -0.000056         -0.000222       -0.000408         
service__urp_i      -0.000437         -0.001725       -0.003176         
service__uucp       -0.000497         -0.001965       -0.003617         
service__uucp_path  -0.000467         -0.001846       -0.003398         
service__vmnet      -0.000442         -0.001746       -0.003215         
service__whois      -0.000469         -0.001851       -0.003408         
flag__OTH           -0.000120         -0.000476       -0.000876         
flag__REJ           -0.001971          0.016846       -0.013730         
flag__RSTO          -0.000706         -0.002789        0.019963         
flag__RSTOS0        -0.000180         -0.000712       -0.001311         
flag__RSTR          -0.000882          0.005813        0.001171         
flag__S0            -0.003896          0.020274       -0.007775         
flag__S1            -0.000340         -0.001342        0.000759         
flag__S2            -0.000200         -0.000791       -0.001456         
flag__S3            -0.000124         -0.000491       -0.000904         
flag__SF             0.005199         -0.028865        0.010586         
flag__SH            -0.000293         -0.001156       -0.002128         

                     service__printer  service__private  service__red_i  \
duration            -0.002123         -0.006365         -0.001677         
src_bytes           -0.024465         -0.428692          0.003467         
dst_bytes           -0.019266         -0.371599         -0.006921         
land                -0.000330         -0.006455         -0.000112         
wrong_fragment      -0.002095          0.178957         -0.000713         
urgent              -0.000181         -0.003544         -0.000062         
hot                 -0.002664         -0.052142         -0.000907         
num_failed_logins   -0.000267         -0.005222         -0.000091         
logged_in           -0.018251         -0.370490         -0.006449         
num_compromised     -0.000871         -0.017038         -0.000296         
root_shell          -0.000858         -0.016791         -0.000292         
su_attempted        -0.000572         -0.011195         -0.000195         
num_root            -0.001076         -0.021067         -0.000366         
num_file_creations  -0.000680         -0.013303         -0.000231         
num_shells          -0.000147         -0.002886         -0.000050         
num_access_files    -0.000460         -0.008995         -0.000156         
num_outbound_cmds   NaN               NaN               NaN               
is_host_login       -0.000066         -0.001291         -0.000022         
is_guest_login      -0.002283         -0.044682         -0.000777         
count                0.006808          0.192818         -0.005479         
srv_count           -0.005778         -0.106217         -0.002454         
serror_rate          0.024820          0.324702         -0.005078         
srv_serror_rate      0.025432          0.322777         -0.005036         
rerror_rate          0.008802          0.182022         -0.002983         
srv_rerror_rate      0.005911          0.182862         -0.002984         
same_srv_rate       -0.027292         -0.414867          0.006147         
diff_srv_rate        0.008146          0.163986         -0.002787         
srv_diff_host_rate  -0.008769         -0.171597         -0.002985         
dst_host_count       0.017191          0.243731         -0.004159         
dst_host_srv_count  -0.022382         -0.390507         -0.007939         
...                       ...               ...               ...         
service__remote_job -0.000583         -0.011403         -0.000198         
service__rje        -0.000612         -0.011974         -0.000208         
service__shell      -0.000532         -0.010409         -0.000181         
service__smtp       -0.005812         -0.113732         -0.001978         
service__sql_net    -0.001033         -0.020223         -0.000352         
service__ssh        -0.001165         -0.022791         -0.000396         
service__sunrpc     -0.001289         -0.025233         -0.000439         
service__supdup     -0.001542         -0.030171         -0.000525         
service__systat     -0.001443         -0.028244         -0.000491         
service__telnet     -0.003230         -0.063206         -0.001099         
service__tftp_u     -0.000114         -0.002236         -0.000039         
service__tim_i      -0.000187         -0.003651         -0.000064         
service__time       -0.001691         -0.033095         -0.000576         
service__urh_i      -0.000209         -0.004082         -0.000071         
service__urp_i      -0.001622         -0.031746         -0.000552         
service__uucp       -0.001848         -0.036161         -0.000629         
service__uucp_path  -0.001736         -0.033974         -0.000591         
service__vmnet      -0.001642         -0.032141         -0.000559         
service__whois      -0.001741         -0.034073         -0.000593         
flag__OTH           -0.000447          0.020870         -0.000152         
flag__REJ           -0.007325          0.148327         -0.002494         
flag__RSTO           0.031102         -0.037883         -0.000893         
flag__RSTOS0        -0.000670          0.040437         -0.000228         
flag__RSTR           0.004137          0.150105         -0.001116         
flag__S0             0.024960          0.316295         -0.004929         
flag__S1             0.005050         -0.024306         -0.000430         
flag__S2            -0.000744         -0.014554         -0.000253         
flag__S3            -0.000462         -0.009037         -0.000157         
flag__SF            -0.026989         -0.414409          0.006576         
flag__SH            -0.001087          0.078726         -0.000370         

                     service__remote_job  service__rje  service__shell  \
duration            -0.002893            -0.003268      0.000200         
src_bytes           -0.026660            -0.027994     -0.020577         
dst_bytes           -0.021617            -0.022699     -0.019187         
land                -0.000351            -0.000368     -0.000320         
wrong_fragment      -0.002227            -0.002339     -0.002033         
urgent              -0.000193            -0.000202     -0.000176         
hot                 -0.002833            -0.002975     -0.002586         
num_failed_logins   -0.000284            -0.000298     -0.000259         
logged_in           -0.020143            -0.021152     -0.016958         
num_compromised     -0.000926            -0.000972     -0.000845         
root_shell          -0.000912            -0.000958     -0.000833         
su_attempted        -0.000608            -0.000639     -0.000555         
num_root            -0.001145            -0.001202      0.001915         
num_file_creations  -0.000723            -0.000759     -0.000660         
num_shells          -0.000157            -0.000165     -0.000143         
num_access_files    -0.000489            -0.000513     -0.000446         
num_outbound_cmds   NaN                  NaN           NaN               
is_host_login       -0.000070            -0.000074     -0.000064         
is_guest_login      -0.002428            -0.002549     -0.002216         
count                0.022656             0.020242      0.005049         
srv_count           -0.006808            -0.006600     -0.005640         
serror_rate          0.019485             0.020030      0.023347         
srv_serror_rate      0.019729             0.020197      0.023176         
rerror_rate          0.018995             0.020557      0.006788         
srv_rerror_rate      0.018613             0.020263      0.002833         
same_srv_rate       -0.027056            -0.026816     -0.023512         
diff_srv_rate        0.007153             0.006519      0.010530         
srv_diff_host_rate  -0.009323            -0.009790     -0.007165         
dst_host_count       0.014631             0.014638      0.014007         
dst_host_srv_count  -0.024191            -0.025247     -0.021802         
...                       ...                  ...           ...         
service__remote_job  1.000000            -0.000651     -0.000566         
service__rje        -0.000651             1.000000     -0.000594         
service__shell      -0.000566            -0.000594      1.000000         
service__smtp       -0.006179            -0.006489     -0.005641         
service__sql_net    -0.001099            -0.001154     -0.001003         
service__ssh        -0.001238            -0.001300     -0.001130         
service__sunrpc     -0.001371            -0.001440     -0.001251         
service__supdup     -0.001639            -0.001721     -0.001496         
service__systat     -0.001535            -0.001611     -0.001401         
service__telnet     -0.003434            -0.003606     -0.003135         
service__tftp_u     -0.000121            -0.000128     -0.000111         
service__tim_i      -0.000198            -0.000208     -0.000181         
service__time       -0.001798            -0.001888     -0.001641         
service__urh_i      -0.000222            -0.000233     -0.000202         
service__urp_i      -0.001725            -0.001811     -0.001574         
service__uucp       -0.001965            -0.002063     -0.001793         
service__uucp_path  -0.001846            -0.001938     -0.001685         
service__vmnet      -0.001746            -0.001834     -0.001594         
service__whois      -0.001851            -0.001944     -0.001690         
flag__OTH           -0.000476            -0.000500     -0.000434         
flag__REJ            0.016846             0.019549     -0.007109         
flag__RSTO          -0.002789            -0.002929      0.022725         
flag__RSTOS0         0.010453            -0.000748     -0.000650         
flag__RSTR           0.010462             0.009623      0.004458         
flag__S0             0.019561             0.020523      0.022674         
flag__S1            -0.001342            -0.001409      0.005279         
flag__S2            -0.000791            -0.000830     -0.000722         
flag__S3            -0.000491            -0.000516     -0.000448         
flag__SF            -0.030165            -0.031676     -0.023263         
flag__SH            -0.001156            -0.001214     -0.001055         

                     service__smtp  service__sql_net  service__ssh  \
duration             0.017093      -0.007834         -0.006687       
src_bytes            0.301912      -0.047280         -0.051361       
dst_bytes            0.174791      -0.038336         -0.039757       
land                -0.003498      -0.000622         -0.000701       
wrong_fragment      -0.022215      -0.003950         -0.004452       
urgent              -0.001920      -0.000341         -0.000385       
hot                 -0.026690      -0.005024         -0.005662       
num_failed_logins   -0.002830      -0.000503         -0.000567       
logged_in            0.280872      -0.035724         -0.035353       
num_compromised     -0.009233      -0.001642         -0.001850       
root_shell          -0.009099      -0.001618         -0.001823       
su_attempted        -0.005315      -0.001079         -0.001216       
num_root            -0.011272      -0.002030         -0.002288       
num_file_creations  -0.004193      -0.001282         -0.001445       
num_shells          -0.001564      -0.000278         -0.000313       
num_access_files     0.013041      -0.000867         -0.000977       
num_outbound_cmds   NaN            NaN               NaN             
is_host_login       -0.000699      -0.000124         -0.000140       
is_guest_login      -0.024212      -0.004305         -0.004852       
count               -0.169472       0.033630          0.042268       
srv_count           -0.088257      -0.009939         -0.011030       
serror_rate         -0.134246       0.044123          0.054069       
srv_serror_rate     -0.134960       0.044253          0.054266       
rerror_rate         -0.082362       0.019557          0.013555       
srv_rerror_rate     -0.083750       0.019658          0.013252       
same_srv_rate        0.165906      -0.054570         -0.057632       
diff_srv_rate       -0.032985       0.008196          0.005110       
srv_diff_host_rate   0.286783      -0.016534         -0.018634       
dst_host_count      -0.117860       0.032260          0.030447       
dst_host_srv_count   0.026527      -0.041503         -0.046611       
...                       ...            ...               ...       
service__remote_job -0.006179      -0.001099         -0.001238       
service__rje        -0.006489      -0.001154         -0.001300       
service__shell      -0.005641      -0.001003         -0.001130       
service__smtp        1.000000      -0.010959         -0.012350       
service__sql_net    -0.010959       1.000000         -0.002196       
service__ssh        -0.012350      -0.002196          1.000000       
service__sunrpc     -0.013673      -0.002431         -0.002740       
service__supdup     -0.016349      -0.002907         -0.003276       
service__systat     -0.015305      -0.002722         -0.003067       
service__telnet     -0.034250      -0.006090         -0.006863       
service__tftp_u     -0.001211      -0.000215         -0.000243       
service__tim_i      -0.001978      -0.000352         -0.000396       
service__time       -0.017934      -0.003189         -0.003594       
service__urh_i      -0.002212      -0.000393         -0.000443       
service__urp_i      -0.017203      -0.003059         -0.003447       
service__uucp       -0.019595      -0.003484         -0.003927       
service__uucp_path  -0.018410      -0.003274         -0.003689       
service__vmnet      -0.017417      -0.003097         -0.003490       
service__whois      -0.018464      -0.003283         -0.003700       
flag__OTH           -0.001191       0.008587         -0.000951       
flag__REJ           -0.077319       0.023489          0.010254       
flag__RSTO          -0.003275      -0.004946          0.011772       
flag__RSTOS0        -0.004726      -0.001263          0.004173       
flag__RSTR          -0.033268       0.001695          0.000027       
flag__S0            -0.133116       0.044393          0.054338       
flag__S1             0.007459      -0.002380         -0.002682       
flag__S2             0.014577      -0.001402         -0.001580       
flag__S3             0.012319      -0.000871         -0.000981       
flag__SF             0.175319      -0.053498         -0.058009       
flag__SH            -0.010794       0.001839          0.001143       

                     service__sunrpc  service__supdup  service__systat  \
duration            -0.009812        -0.012855        -0.011898          
src_bytes           -0.058732        -0.070536        -0.066032          
dst_bytes           -0.047833        -0.057193        -0.053541          
land                -0.000776        -0.000928        -0.000869          
wrong_fragment      -0.004929        -0.005893        -0.005517          
urgent              -0.000426        -0.000509        -0.000477          
hot                 -0.006269        -0.007496        -0.007017          
num_failed_logins   -0.000628        -0.000751        -0.000703          
logged_in           -0.044573        -0.053295        -0.049892          
num_compromised     -0.002048        -0.002449        -0.002293          
root_shell          -0.002019        -0.002414        -0.002260          
su_attempted        -0.001346        -0.001609        -0.001507          
num_root            -0.002533        -0.003028        -0.002835          
num_file_creations  -0.001599        -0.001912        -0.001790          
num_shells          -0.000347        -0.000415        -0.000388          
num_access_files    -0.001081        -0.001293        -0.001211          
num_outbound_cmds   NaN              NaN              NaN                
is_host_login       -0.000155        -0.000186        -0.000174          
is_guest_login      -0.005372        -0.006423        -0.006013          
count                0.058096         0.065682         0.069034          
srv_count           -0.012033        -0.014656        -0.014077          
serror_rate          0.061769         0.078550         0.070030          
srv_serror_rate      0.061888         0.079167         0.070188          
rerror_rate          0.015838         0.012895         0.016961          
srv_rerror_rate      0.014217         0.011998         0.016651          
same_srv_rate       -0.071204        -0.086780        -0.082653          
diff_srv_rate        0.003597         0.005948         0.004963          
srv_diff_host_rate  -0.020630        -0.024667        -0.023092          
dst_host_count       0.040037         0.048100         0.044421          
dst_host_srv_count  -0.051912        -0.062080        -0.058504          
...                       ...              ...              ...          
service__remote_job -0.001371        -0.001639        -0.001535          
service__rje        -0.001440        -0.001721        -0.001611          
service__shell      -0.001251        -0.001496        -0.001401          
service__smtp       -0.013673        -0.016349        -0.015305          
service__sql_net    -0.002431        -0.002907        -0.002722          
service__ssh        -0.002740        -0.003276        -0.003067          
service__sunrpc      1.000000        -0.003627        -0.003396          
service__supdup     -0.003627         1.000000        -0.004060          
service__systat     -0.003396        -0.004060         1.000000          
service__telnet     -0.007599        -0.009086        -0.008506          
service__tftp_u     -0.000269        -0.000321        -0.000301          
service__tim_i      -0.000439        -0.000525        -0.000491          
service__time       -0.003979        -0.004758        -0.004454          
service__urh_i      -0.000491        -0.000587        -0.000549          
service__urp_i      -0.003817        -0.004564        -0.004272          
service__uucp       -0.004347        -0.005198        -0.004866          
service__uucp_path  -0.004085        -0.004884        -0.004572          
service__vmnet      -0.003864        -0.004620        -0.004325          
service__whois      -0.004096        -0.004898        -0.004585          
flag__OTH            0.006514        -0.001259        -0.001178          
flag__REJ           -0.017233         0.018050         0.021980          
flag__RSTO           0.089193        -0.007379        -0.006908          
flag__RSTOS0        -0.001576        -0.001884         0.002758          
flag__RSTR          -0.002445        -0.003046        -0.001099          
flag__S0             0.062238         0.079698         0.070508          
flag__S1            -0.002969        -0.003550        -0.003323          
flag__S2            -0.001750        -0.002092        -0.001959          
flag__S3            -0.001086        -0.001299        -0.001216          
flag__SF            -0.065866        -0.079812        -0.074716          
flag__SH             0.000563        -0.000445        -0.000073          

                     service__telnet  service__tftp_u  service__tim_i  \
duration             0.155106        -0.001027        -0.001677         
src_bytes           -0.042051        -0.005227         0.007714         
dst_bytes            0.021681        -0.004238        -0.006921         
land                 0.002219        -0.000069        -0.000112         
wrong_fragment      -0.012346        -0.000437        -0.000713         
urgent               0.043828        -0.000038        -0.000062         
hot                 -0.003155        -0.000555        -0.000907         
num_failed_logins    0.075947        -0.000056        -0.000091         
logged_in           -0.011531        -0.003949        -0.006449         
num_compromised      0.259488        -0.000181        -0.000296         
root_shell           0.161539        -0.000179        -0.000292         
su_attempted         0.175823        -0.000119        -0.000195         
num_root             0.159280        -0.000224        -0.000366         
num_file_creations   0.188248        -0.000142        -0.000231         
num_shells           0.045666        -0.000031        -0.000050         
num_access_files     0.111375        -0.000096        -0.000156         
num_outbound_cmds   NaN              NaN              NaN               
is_host_login        0.020422        -0.000014        -0.000022         
is_guest_login      -0.012849        -0.000476        -0.000777         
count               -0.029845        -0.001667        -0.005680         
srv_count           -0.040446        -0.001729        -0.002892         
serror_rate          0.084928        -0.003110        -0.005078         
srv_serror_rate      0.085626        -0.003084        -0.005036         
rerror_rate         -0.010158        -0.001827        -0.002983         
srv_rerror_rate     -0.011440        -0.001827        -0.002984         
same_srv_rate       -0.027391        -0.006856         0.004107         
diff_srv_rate        0.008018         0.001271        -0.001682         
srv_diff_host_rate  -0.051450        -0.001828        -0.002985         
dst_host_count       0.005787        -0.005763        -0.011861         
dst_host_srv_count  -0.111195        -0.005010        -0.008209         
...                       ...              ...              ...         
service__remote_job -0.003434        -0.000121        -0.000198         
service__rje        -0.003606        -0.000128        -0.000208         
service__shell      -0.003135        -0.000111        -0.000181         
service__smtp       -0.034250        -0.001211        -0.001978         
service__sql_net    -0.006090        -0.000215        -0.000352         
service__ssh        -0.006863        -0.000243        -0.000396         
service__sunrpc     -0.007599        -0.000269        -0.000439         
service__supdup     -0.009086        -0.000321        -0.000525         
service__systat     -0.008506        -0.000301        -0.000491         
service__telnet      1.000000        -0.000673        -0.001099         
service__tftp_u     -0.000673         1.000000        -0.000039         
service__tim_i      -0.001099        -0.000039         1.000000         
service__time       -0.009967        -0.000353        -0.000576         
service__urh_i      -0.001229        -0.000043        -0.000071         
service__urp_i      -0.009560        -0.000338        -0.000552         
service__uucp       -0.010890        -0.000385        -0.000629         
service__uucp_path  -0.010231        -0.000362        -0.000591         
service__vmnet      -0.009679        -0.000342        -0.000559         
service__whois      -0.010261        -0.000363        -0.000593         
flag__OTH            0.006570        -0.000093        -0.000152         
flag__REJ           -0.043168        -0.001527        -0.002494         
flag__RSTO           0.085742        -0.000547        -0.000893         
flag__RSTOS0         0.000156        -0.000140        -0.000228         
flag__RSTR          -0.006500        -0.000683        -0.001116         
flag__S0             0.077204        -0.003018        -0.004929         
flag__S1             0.071104        -0.000263        -0.000430         
flag__S2            -0.004383        -0.000155        -0.000253         
flag__S3             0.009173        -0.000096        -0.000157         
flag__SF            -0.070453         0.004027         0.006576         
flag__SH            -0.005140        -0.000227        -0.000370         

                     service__time  service__urh_i  service__urp_i  \
duration            -0.010725      -0.001875       -0.014583         
src_bytes           -0.077175       0.001366        0.037179         
dst_bytes           -0.059407      -0.007738       -0.060179         
land                -0.001018      -0.000126       -0.000976         
wrong_fragment      -0.006465      -0.000797       -0.006201         
urgent              -0.000559      -0.000069       -0.000536         
hot                 -0.008222      -0.001014       -0.007887         
num_failed_logins   -0.000823      -0.000102       -0.000790         
logged_in           -0.057784      -0.007211       -0.056078         
num_compromised     -0.002687      -0.000331       -0.002577         
root_shell          -0.002648      -0.000327       -0.002540         
su_attempted        -0.001765      -0.000218       -0.001693         
num_root            -0.003322      -0.000410       -0.003186         
num_file_creations  -0.002098      -0.000259       -0.002012         
num_shells          -0.000455      -0.000056       -0.000437         
num_access_files    -0.001418      -0.000175       -0.001361         
num_outbound_cmds   NaN            NaN             NaN               
is_host_login       -0.000204      -0.000025       -0.000195         
is_guest_login      -0.007046      -0.000869       -0.006758         
count                0.064475      -0.006443       -0.044219         
srv_count           -0.017801      -0.003280       -0.023765         
serror_rate          0.065154      -0.005678       -0.044155         
srv_serror_rate      0.065421      -0.005630       -0.043789         
rerror_rate          0.017418      -0.003336       -0.025941         
srv_rerror_rate      0.016125      -0.003336       -0.025946         
same_srv_rate       -0.075759       0.004501       -0.037059         
diff_srv_rate        0.001123       0.006767        0.154360         
srv_diff_host_rate  -0.027058      -0.003337       -0.020439         
dst_host_count       0.028989      -0.003292        0.042381         
dst_host_srv_count  -0.068145      -0.006564       -0.057437         
...                       ...            ...             ...         
service__remote_job -0.001798      -0.000222       -0.001725         
service__rje        -0.001888      -0.000233       -0.001811         
service__shell      -0.001641      -0.000202       -0.001574         
service__smtp       -0.017934      -0.002212       -0.017203         
service__sql_net    -0.003189      -0.000393       -0.003059         
service__ssh        -0.003594      -0.000443       -0.003447         
service__sunrpc     -0.003979      -0.000491       -0.003817         
service__supdup     -0.004758      -0.000587       -0.004564         
service__systat     -0.004454      -0.000549       -0.004272         
service__telnet     -0.009967      -0.001229       -0.009560         
service__tftp_u     -0.000353      -0.000043       -0.000338         
service__tim_i      -0.000576      -0.000071       -0.000552         
service__time        1.000000      -0.000644       -0.005006         
service__urh_i      -0.000644       1.000000       -0.000617         
service__urp_i      -0.005006      -0.000617        1.000000         
service__uucp       -0.005702      -0.000703       -0.005470         
service__uucp_path  -0.005357      -0.000661       -0.005139         
service__vmnet      -0.005068      -0.000625       -0.004861         
service__whois      -0.005373      -0.000663       -0.005154         
flag__OTH           -0.001381      -0.000170       -0.001324         
flag__REJ           -0.022603      -0.002788       -0.021682         
flag__RSTO           0.110689      -0.000998       -0.007764         
flag__RSTOS0         0.005663      -0.000255       -0.001982         
flag__RSTR          -0.005285      -0.001247       -0.009700         
flag__S0             0.065451      -0.005510       -0.042854         
flag__S1            -0.003894      -0.000480       -0.003735         
flag__S2             0.008147      -0.000283       -0.002201         
flag__S3             0.004177      -0.000176       -0.001367         
flag__SF            -0.070897       0.007352        0.057178         
flag__SH             0.003798      -0.000414       -0.003217         

                     service__uucp  service__uucp_path  service__vmnet  \
duration            -0.015743      -0.014581           -0.013847         
src_bytes           -0.084359      -0.079428           -0.075141         
dst_bytes           -0.068460      -0.064403           -0.060928         
land                -0.001112      -0.001045           -0.000988         
wrong_fragment      -0.007063      -0.006636           -0.006278         
urgent              -0.000611      -0.000574           -0.000543         
hot                 -0.008984      -0.008440           -0.007985         
num_failed_logins   -0.000900      -0.000845           -0.000800         
logged_in           -0.063256      -0.060014           -0.056775         
num_compromised     -0.002936      -0.002758           -0.002609         
root_shell          -0.002893      -0.002718           -0.002571         
su_attempted        -0.001929      -0.001812           -0.001714         
num_root            -0.003630      -0.003410           -0.003226         
num_file_creations  -0.002292      -0.002153           -0.002037         
num_shells          -0.000497      -0.000467           -0.000442         
num_access_files    -0.001550      -0.001456           -0.001378         
num_outbound_cmds   NaN            NaN                 NaN               
is_host_login       -0.000222      -0.000209           -0.000198         
is_guest_login      -0.007698      -0.007233           -0.006842         
count                0.023851       0.084555            0.080889         
srv_count           -0.018497      -0.016757           -0.016270         
serror_rate          0.086666       0.083190            0.079336         
srv_serror_rate      0.086853       0.083397            0.079542         
rerror_rate          0.025344       0.021581            0.019842         
srv_rerror_rate      0.024538       0.021119            0.019404         
same_srv_rate       -0.099511      -0.099349           -0.094373         
diff_srv_rate        0.004646       0.003215            0.002192         
srv_diff_host_rate  -0.029565      -0.027777           -0.026278         
dst_host_count       0.057724       0.054312            0.050318         
dst_host_srv_count  -0.074917      -0.069988           -0.066637         
...                       ...            ...                 ...         
service__remote_job -0.001965      -0.001846           -0.001746         
service__rje        -0.002063      -0.001938           -0.001834         
service__shell      -0.001793      -0.001685           -0.001594         
service__smtp       -0.019595      -0.018410           -0.017417         
service__sql_net    -0.003484      -0.003274           -0.003097         
service__ssh        -0.003927      -0.003689           -0.003490         
service__sunrpc     -0.004347      -0.004085           -0.003864         
service__supdup     -0.005198      -0.004884           -0.004620         
service__systat     -0.004866      -0.004572           -0.004325         
service__telnet     -0.010890      -0.010231           -0.009679         
service__tftp_u     -0.000385      -0.000362           -0.000342         
service__tim_i      -0.000629      -0.000591           -0.000559         
service__time       -0.005702      -0.005357           -0.005068         
service__urh_i      -0.000703      -0.000661           -0.000625         
service__urp_i      -0.005470      -0.005139           -0.004861         
service__uucp        1.000000      -0.005854           -0.005538         
service__uucp_path  -0.005854       1.000000           -0.005203         
service__vmnet      -0.005538      -0.005203            1.000000         
service__whois      -0.005871      -0.005516           -0.005218         
flag__OTH           -0.001509       0.004216           -0.001341         
flag__REJ           -0.023987       0.030048            0.027523         
flag__RSTO           0.144787      -0.008309           -0.007861         
flag__RSTOS0        -0.002258      -0.002121           -0.002007         
flag__RSTR          -0.008838      -0.005677           -0.004851         
flag__S0             0.087592       0.084063            0.080144         
flag__S1            -0.004255      -0.003998           -0.003782         
flag__S2            -0.002507      -0.002356           -0.002229         
flag__S3            -0.001557      -0.001463           -0.001384         
flag__SF            -0.095040      -0.089873           -0.085023         
flag__SH            -0.001481      -0.001120           -0.000803         

                     service__whois  flag__OTH  flag__REJ  flag__RSTO  \
duration            -0.014605       -0.004022  -0.064505  -0.005816     
src_bytes           -0.079659       -0.016707  -0.335120  -0.105012     
dst_bytes           -0.064591       -0.009900  -0.271728  -0.079745     
land                -0.001048       -0.000269  -0.004408  -0.001579     
wrong_fragment      -0.006656       -0.001710  -0.027999  -0.010027     
urgent              -0.000575       -0.000148  -0.002421  -0.000867     
hot                 -0.008465        0.006769  -0.035612  -0.009321     
num_failed_logins   -0.000848       -0.000218  -0.003566   0.011655     
logged_in           -0.060189       -0.012918  -0.253209  -0.070580     
num_compromised     -0.002766       -0.000711  -0.011636   0.001339     
root_shell          -0.002726       -0.000701  -0.011468  -0.002147     
su_attempted        -0.001817       -0.000467  -0.007646   0.002028     
num_root            -0.003420       -0.000879  -0.014388   0.000282     
num_file_creations  -0.002160       -0.000555  -0.009085   0.002840     
num_shells          -0.000469       -0.000120  -0.001971  -0.000706     
num_access_files    -0.001460       -0.000375  -0.006144  -0.000307     
num_outbound_cmds   NaN             NaN        NaN        NaN           
is_host_login       -0.000210       -0.000054  -0.000882  -0.000316     
is_guest_login      -0.007254        0.006737  -0.030516  -0.007216     
count                0.080997       -0.013770   0.199033   0.064743     
srv_count           -0.017439       -0.006830  -0.092602  -0.029869     
serror_rate          0.084697       -0.011955  -0.189105  -0.071002     
srv_serror_rate      0.084927       -0.011752  -0.196510  -0.070592     
rerror_rate          0.020166       -0.007155   0.835068   0.299639     
srv_rerror_rate      0.019737       -0.007156   0.841012   0.295556     
same_srv_rate       -0.098947        0.014741  -0.235683  -0.107222     
diff_srv_rate        0.004848       -0.006683   0.309899   0.010388     
srv_diff_host_rate  -0.027858       -0.005208  -0.049707  -0.036873     
dst_host_count       0.052795       -0.003765   0.028195   0.050987     
dst_host_srv_count  -0.070725       -0.014063  -0.181486  -0.091482     
...                       ...             ...        ...        ...     
service__remote_job -0.001851       -0.000476   0.016846  -0.002789     
service__rje        -0.001944       -0.000500   0.019549  -0.002929     
service__shell      -0.001690       -0.000434  -0.007109   0.022725     
service__smtp       -0.018464       -0.001191  -0.077319  -0.003275     
service__sql_net    -0.003283        0.008587   0.023489  -0.004946     
service__ssh        -0.003700       -0.000951   0.010254   0.011772     
service__sunrpc     -0.004096        0.006514  -0.017233   0.089193     
service__supdup     -0.004898       -0.001259   0.018050  -0.007379     
service__systat     -0.004585       -0.001178   0.021980  -0.006908     
service__telnet     -0.010261        0.006570  -0.043168   0.085742     
service__tftp_u     -0.000363       -0.000093  -0.001527  -0.000547     
service__tim_i      -0.000593       -0.000152  -0.002494  -0.000893     
service__time       -0.005373       -0.001381  -0.022603   0.110689     
service__urh_i      -0.000663       -0.000170  -0.002788  -0.000998     
service__urp_i      -0.005154       -0.001324  -0.021682  -0.007764     
service__uucp       -0.005871       -0.001509  -0.023987   0.144787     
service__uucp_path  -0.005516        0.004216   0.030048  -0.008309     
service__vmnet      -0.005218       -0.001341   0.027523  -0.007861     
service__whois       1.000000       -0.001421   0.027568  -0.008334     
flag__OTH           -0.001421        1.000000  -0.005980  -0.002142     
flag__REJ            0.027568       -0.005980   1.000000  -0.035059     
flag__RSTO          -0.008334       -0.002142  -0.035059   1.000000     
flag__RSTOS0         0.001627       -0.000547  -0.008951  -0.003205     
flag__RSTR          -0.004157       -0.002675  -0.043799  -0.015685     
flag__S0             0.085475       -0.011820  -0.193502  -0.069296     
flag__S1            -0.004009       -0.001030  -0.016867  -0.006040     
flag__S2            -0.002363       -0.000607  -0.009940  -0.003560     
flag__S3            -0.001467       -0.000377  -0.006172  -0.002210     
flag__SF            -0.090135       -0.023163  -0.379191  -0.135793     
flag__SH            -0.001137       -0.000887  -0.014528  -0.005203     

                     flag__RSTOS0  flag__RSTR  flag__S0  flag__S1  flag__S2  \
duration             0.014066      0.434367   -0.130147 -0.011344  0.003687   
src_bytes           -0.021261     -0.111107   -0.662250  0.048559  0.027261   
dst_bytes           -0.024843     -0.087721   -0.537081  0.059948  0.012499   
land                -0.000403     -0.001972    0.022781 -0.000759 -0.000448   
wrong_fragment      -0.002560     -0.012526   -0.055342 -0.004824 -0.002843   
urgent              -0.000221     -0.001083   -0.004784 -0.000417 -0.000246   
hot                 -0.003256     -0.010221   -0.070388  0.000116  0.023145   
num_failed_logins   -0.000326      0.001693   -0.007049 -0.000614 -0.000362   
logged_in           -0.023150     -0.093418   -0.500442  0.052719  0.033628   
num_compromised     -0.001064      0.000443   -0.023000  0.048495 -0.001181   
root_shell          -0.001048      0.002768   -0.022667  0.046443 -0.001164   
su_attempted        -0.000699     -0.000860   -0.015112  0.070639 -0.000776   
num_root            -0.001315     -0.004284   -0.028438  0.044258  0.001896   
num_file_creations  -0.000831     -0.001782   -0.017957  0.054075 -0.000922   
num_shells          -0.000180     -0.000882   -0.003896 -0.000340 -0.000200   
num_access_files    -0.000562     -0.002749   -0.012143  0.002839 -0.000624   
num_outbound_cmds   NaN           NaN         NaN       NaN       NaN         
is_host_login       -0.000081     -0.000394   -0.001742 -0.000152 -0.000090   
is_guest_login      -0.002790     -0.013653   -0.060317  0.008501 -0.000509   
count                0.010327     -0.083113    0.461591 -0.038381 -0.021662   
srv_count           -0.010071     -0.050359   -0.142841 -0.017950 -0.010544   
serror_rate          0.018269     -0.089166    0.979174  0.058044  0.037466   
srv_serror_rate      0.012845     -0.088459    0.982660  0.052419  0.024159   
rerror_rate          0.027713      0.369812   -0.224772 -0.019300 -0.010160   
srv_rerror_rate      0.034967      0.370741   -0.230475 -0.019728 -0.011284   
same_srv_rate       -0.034402      0.085027   -0.765292  0.036971  0.022795   
diff_srv_rate        0.048419     -0.009703    0.045671 -0.005508 -0.006128   
srv_diff_host_rate  -0.010715     -0.048713   -0.221879 -0.000172  0.019033   
dst_host_count       0.015998      0.057143    0.398743 -0.036219 -0.024296   
dst_host_srv_count  -0.028413     -0.133366   -0.552879  0.012040  0.024130   
...                       ...           ...         ...       ...       ...   
service__remote_job  0.010453      0.010462    0.019561 -0.001342 -0.000791   
service__rje        -0.000748      0.009623    0.020523 -0.001409 -0.000830   
service__shell      -0.000650      0.004458    0.022674  0.005279 -0.000722   
service__smtp       -0.004726     -0.033268   -0.133116  0.007459  0.014577   
service__sql_net    -0.001263      0.001695    0.044393 -0.002380 -0.001402   
service__ssh         0.004173      0.000027    0.054338 -0.002682 -0.001580   
service__sunrpc     -0.001576     -0.002445    0.062238 -0.002969 -0.001750   
service__supdup     -0.001884     -0.003046    0.079698 -0.003550 -0.002092   
service__systat      0.002758     -0.001099    0.070508 -0.003323 -0.001959   
service__telnet      0.000156     -0.006500    0.077204  0.071104 -0.004383   
service__tftp_u     -0.000140     -0.000683   -0.003018 -0.000263 -0.000155   
service__tim_i      -0.000228     -0.001116   -0.004929 -0.000430 -0.000253   
service__time        0.005663     -0.005285    0.065451 -0.003894  0.008147   
service__urh_i      -0.000255     -0.001247   -0.005510 -0.000480 -0.000283   
service__urp_i      -0.001982     -0.009700   -0.042854 -0.003735 -0.002201   
service__uucp       -0.002258     -0.008838    0.087592 -0.004255 -0.002507   
service__uucp_path  -0.002121     -0.005677    0.084063 -0.003998 -0.002356   
service__vmnet      -0.002007     -0.004851    0.080144 -0.003782 -0.002229   
service__whois       0.001627     -0.004157    0.085475 -0.004009 -0.002363   
flag__OTH           -0.000547     -0.002675   -0.011820 -0.001030 -0.000607   
flag__REJ           -0.008951     -0.043799   -0.193502 -0.016867 -0.009940   
flag__RSTO          -0.003205     -0.015685   -0.069296 -0.006040 -0.003560   
flag__RSTOS0         1.000000     -0.004004   -0.017691 -0.001542 -0.000909   
flag__RSTR          -0.004004      1.000000   -0.086570 -0.007546 -0.004447   
flag__S0            -0.017691     -0.086570    1.000000 -0.033338 -0.019646   
flag__S1            -0.001542     -0.007546   -0.033338  1.000000 -0.001712   
flag__S2            -0.000909     -0.004447   -0.019646 -0.001712  1.000000   
flag__S3            -0.000564     -0.002761   -0.012199 -0.001063 -0.000627   
flag__SF            -0.034668     -0.169644   -0.749485 -0.065329 -0.038499   
flag__SH            -0.001328     -0.006500   -0.028715 -0.002503 -0.001475   

                     flag__S3  flag__SF  flag__SH  
duration             0.010986  0.036699 -0.009771  
src_bytes            0.025419  0.851260 -0.049731  
dst_bytes            0.010284  0.687532 -0.040323  
land                -0.000278 -0.017074 -0.000654  
wrong_fragment      -0.001765  0.073840 -0.004155  
urgent              -0.000153  0.006383 -0.000359  
hot                  0.001043  0.088649 -0.005285  
num_failed_logins   -0.000225  0.005570 -0.000529  
logged_in            0.019436  0.641738 -0.037575  
num_compromised      0.004210  0.022138 -0.001727  
root_shell          -0.000723  0.022291 -0.001702  
su_attempted        -0.000482  0.010495 -0.001135  
num_root             0.003499  0.030605 -0.002135  
num_file_creations   0.013671  0.015283 -0.001348  
num_shells          -0.000124  0.005199 -0.000293  
num_access_files    -0.000387  0.015348 -0.000912  
num_outbound_cmds   NaN       NaN       NaN        
is_host_login       -0.000056  0.002325 -0.000131  
is_guest_login      -0.001924  0.077632 -0.004529  
count               -0.013410 -0.518345 -0.032903  
srv_count           -0.005953  0.209969 -0.015766  
serror_rate          0.014392 -0.758419  0.073167  
srv_serror_rate      0.012967 -0.755827  0.074022  
rerror_rate         -0.005613 -0.447630 -0.017382  
srv_rerror_rate     -0.006764 -0.445487 -0.017311  
same_srv_rate        0.013850  0.826883  0.032460  
diff_srv_rate       -0.002433 -0.222220 -0.004197  
srv_diff_host_rate   0.000203  0.254150 -0.016534  
dst_host_count      -0.012427 -0.400152 -0.019074  
dst_host_srv_count   0.001964  0.670869 -0.047963  
...                       ...       ...       ...  
service__remote_job -0.000491 -0.030165 -0.001156  
service__rje        -0.000516 -0.031676 -0.001214  
service__shell      -0.000448 -0.023263 -0.001055  
service__smtp        0.012319  0.175319 -0.010794  
service__sql_net    -0.000871 -0.053498  0.001839  
service__ssh        -0.000981 -0.058009  0.001143  
service__sunrpc     -0.001086 -0.065866  0.000563  
service__supdup     -0.001299 -0.079812 -0.000445  
service__systat     -0.001216 -0.074716 -0.000073  
service__telnet      0.009173 -0.070453 -0.005140  
service__tftp_u     -0.000096  0.004027 -0.000227  
service__tim_i      -0.000157  0.006576 -0.000370  
service__time        0.004177 -0.070897  0.003798  
service__urh_i      -0.000176  0.007352 -0.000414  
service__urp_i      -0.001367  0.057178 -0.003217  
service__uucp       -0.001557 -0.095040 -0.001481  
service__uucp_path  -0.001463 -0.089873 -0.001120  
service__vmnet      -0.001384 -0.085023 -0.000803  
service__whois      -0.001467 -0.090135 -0.001137  
flag__OTH           -0.000377 -0.023163 -0.000887  
flag__REJ           -0.006172 -0.379191 -0.014528  
flag__RSTO          -0.002210 -0.135793 -0.005203  
flag__RSTOS0        -0.000564 -0.034668 -0.001328  
flag__RSTR          -0.002761 -0.169644 -0.006500  
flag__S0            -0.012199 -0.749485 -0.028715  
flag__S1            -0.001063 -0.065329 -0.002503  
flag__S2            -0.000627 -0.038499 -0.001475  
flag__S3             1.000000 -0.023906 -0.000916  
flag__SF            -0.023906  1.000000 -0.056270  
flag__SH            -0.000916 -0.056270  1.000000  

[122 rows x 122 columns]

Observation: None of the fields is highly correlated

sumry = X_train_norm.describe().transpose()
print("Summary Statistics:\n",sumry,'\n')

Summary Statistics:
                         count      mean       std  min       25%       50%  \
duration             125973.0  0.210445  1.000004  0.0  0.000000  0.000000   
src_bytes            125973.0  1.071049  1.000004  0.0  0.000000  1.263459   
dst_bytes            125973.0  0.868449  1.000004  0.0  0.000000  0.000000   
land                 125973.0  0.000198  0.014086  0.0  0.000000  0.000000   
wrong_fragment       125973.0  0.089486  1.000004  0.0  0.000000  0.000000   
urgent               125973.0  0.007736  1.000004  0.0  0.000000  0.000000   
hot                  125973.0  0.113815  1.000004  0.0  0.000000  0.000000   
num_failed_logins    125973.0  0.011398  1.000004  0.0  0.000000  0.000000   
logged_in            125973.0  0.395736  0.489010  0.0  0.000000  0.000000   
num_compromised      125973.0  0.037190  1.000004  0.0  0.000000  0.000000   
root_shell           125973.0  0.001342  0.036603  0.0  0.000000  0.000000   
su_attempted         125973.0  0.001103  0.045154  0.0  0.000000  0.000000   
num_root             125973.0  0.045984  1.000004  0.0  0.000000  0.000000   
num_file_creations   125973.0  0.029037  1.000004  0.0  0.000000  0.000000   
num_shells           125973.0  0.006300  1.000004  0.0  0.000000  0.000000   
num_access_files     125973.0  0.019635  1.000004  0.0  0.000000  0.000000   
num_outbound_cmds    125973.0  0.000000  0.000000  0.0  0.000000  0.000000   
is_host_login        125973.0  0.000008  0.002817  0.0  0.000000  0.000000   
is_guest_login       125973.0  0.009423  0.096612  0.0  0.000000  0.000000   
count                125973.0  0.734511  1.000004  0.0  0.017466  0.122262   
srv_count            125973.0  0.381878  1.000004  0.0  0.027535  0.110139   
serror_rate          125973.0  0.637209  1.000004  0.0  0.000000  0.000000   
srv_serror_rate      125973.0  0.631929  1.000004  0.0  0.000000  0.000000   
rerror_rate          125973.0  0.374362  1.000004  0.0  0.000000  0.000000   
srv_rerror_rate      125973.0  0.374432  1.000004  0.0  0.000000  0.000000   
same_srv_rate        125973.0  1.503403  1.000004  0.0  0.204722  2.274686   
diff_srv_rate        125973.0  0.349683  1.000004  0.0  0.000000  0.000000   
srv_diff_host_rate   125973.0  0.374560  1.000004  0.0  0.000000  0.000000   
dst_host_count       125973.0  1.836071  1.000004  0.0  0.826564  2.570414   
dst_host_srv_count   125973.0  1.044721  1.000004  0.0  0.090332  0.569094   
...                       ...       ...       ...  ...       ...       ...   
service__remote_job  125973.0  0.000619  0.024876  0.0  0.000000  0.000000   
service__rje         125973.0  0.000683  0.026119  0.0  0.000000  0.000000   
service__shell       125973.0  0.000516  0.022710  0.0  0.000000  0.000000   
service__smtp        125973.0  0.058052  0.233843  0.0  0.000000  0.000000   
service__sql_net     125973.0  0.001945  0.044058  0.0  0.000000  0.000000   
service__ssh         125973.0  0.002469  0.049626  0.0  0.000000  0.000000   
service__sunrpc      125973.0  0.003024  0.054912  0.0  0.000000  0.000000   
service__supdup      125973.0  0.004318  0.065573  0.0  0.000000  0.000000   
service__systat      125973.0  0.003787  0.061418  0.0  0.000000  0.000000   
service__telnet      125973.0  0.018679  0.135388  0.0  0.000000  0.000000   
service__tftp_u      125973.0  0.000024  0.004880  0.0  0.000000  0.000000   
service__tim_i       125973.0  0.000064  0.007969  0.0  0.000000  0.000000   
service__time        125973.0  0.005192  0.071866  0.0  0.000000  0.000000   
service__urh_i       125973.0  0.000079  0.008909  0.0  0.000000  0.000000   
service__urp_i       125973.0  0.004779  0.068964  0.0  0.000000  0.000000   
service__uucp        125973.0  0.006192  0.078444  0.0  0.000000  0.000000   
service__uucp_path   125973.0  0.005469  0.073753  0.0  0.000000  0.000000   
service__vmnet       125973.0  0.004898  0.069813  0.0  0.000000  0.000000   
service__whois       125973.0  0.005501  0.073966  0.0  0.000000  0.000000   
flag__OTH            125973.0  0.000365  0.019106  0.0  0.000000  0.000000   
flag__REJ            125973.0  0.089170  0.284990  0.0  0.000000  0.000000   
flag__RSTO           125973.0  0.012399  0.110661  0.0  0.000000  0.000000   
flag__RSTOS0         125973.0  0.000818  0.028583  0.0  0.000000  0.000000   
flag__RSTR           125973.0  0.019218  0.137292  0.0  0.000000  0.000000   
flag__S0             125973.0  0.276655  0.447346  0.0  0.000000  0.000000   
flag__S1             125973.0  0.002897  0.053750  0.0  0.000000  0.000000   
flag__S2             125973.0  0.001008  0.031736  0.0  0.000000  0.000000   
flag__S3             125973.0  0.000389  0.019719  0.0  0.000000  0.000000   
flag__SF             125973.0  0.594929  0.490908  0.0  0.000000  1.000000   
flag__SH             125973.0  0.002151  0.046332  0.0  0.000000  0.000000   

                          75%         max  
duration             0.000000  7.375881    
src_bytes            1.876530  7.026576    
dst_bytes            1.760177  5.915977    
land                 0.000000  1.000000    
wrong_fragment       0.000000  11.832967   
urgent               0.000000  208.826838  
hot                  0.000000  15.409231   
num_failed_logins    0.000000  132.053980  
logged_in            1.000000  1.000000    
num_compromised      0.000000  61.127279   
root_shell           0.000000  1.000000    
su_attempted         0.000000  2.000000    
num_root             0.000000  54.472675   
num_file_creations   0.000000  53.553212   
num_shells           0.000000  158.731219  
num_access_files     0.000000  83.647190   
num_outbound_cmds    0.000000  0.000000    
is_host_login        0.000000  1.000000    
is_guest_login       0.000000  1.000000    
count                1.248819  4.462564    
srv_count            0.247813  7.035122    
serror_rate          2.239873  2.239873    
srv_serror_rate      2.237033  2.237033    
rerror_rate          0.000000  3.120765    
srv_rerror_rate      0.000000  3.089796    
same_srv_rate        2.274686  2.274686    
diff_srv_rate        0.332753  5.545891    
srv_diff_host_rate   0.000000  3.848678    
dst_host_count       2.570414  2.570414    
dst_host_srv_count   2.303475  2.303475    
...                       ...       ...    
service__remote_job  0.000000  1.000000    
service__rje         0.000000  1.000000    
service__shell       0.000000  1.000000    
service__smtp        0.000000  1.000000    
service__sql_net     0.000000  1.000000    
service__ssh         0.000000  1.000000    
service__sunrpc      0.000000  1.000000    
service__supdup      0.000000  1.000000    
service__systat      0.000000  1.000000    
service__telnet      0.000000  1.000000    
service__tftp_u      0.000000  1.000000    
service__tim_i       0.000000  1.000000    
service__time        0.000000  1.000000    
service__urh_i       0.000000  1.000000    
service__urp_i       0.000000  1.000000    
service__uucp        0.000000  1.000000    
service__uucp_path   0.000000  1.000000    
service__vmnet       0.000000  1.000000    
service__whois       0.000000  1.000000    
flag__OTH            0.000000  1.000000    
flag__REJ            0.000000  1.000000    
flag__RSTO           0.000000  1.000000    
flag__RSTOS0         0.000000  1.000000    
flag__RSTR           0.000000  1.000000    
flag__S0             1.000000  1.000000    
flag__S1             0.000000  1.000000    
flag__S2             0.000000  1.000000    
flag__S3             0.000000  1.000000    
flag__SF             1.000000  1.000000    
flag__SH             0.000000  1.000000    

[122 rows x 8 columns] 

# Apply PCA. Get Eigenvctors, Eigenvalues
# Loadings = Correlation coefficient betwn PC & feature
features = list(X_train_norm)
colnames = np.transpose(features)

n_components = len(features)
pca = PCA(n_components).fit(X_train_norm)

# generate PC labels:
PCs=[]
for l in range(1,n_components+1):
    PCs.append("PC"+str(l))
    
# Get Eigenvectors & Eigenvalues
eigvec = pca.components_.transpose()
eigval = pca.explained_variance_ 

# Calculate Loadings = Eigenvector * SQRT(Eigenvalue)
print('Loading Matrix:'); loadings= np.sqrt(eigval)*eigvec
print(pd.DataFrame(loadings,columns=PCs,index=colnames),'\n')

Loading Matrix:
                          PC1           PC2           PC3       PC4       PC5  \
duration            -0.050047  2.399569e-01  3.443189e-01 -0.148337  0.165898   
src_bytes           -0.832616 -1.961169e-01  5.601839e-02  0.144518  0.122547   
dst_bytes           -0.758683 -2.131080e-01  5.469354e-02  0.369761 -0.205734   
land                 0.000053 -9.637658e-05  1.205881e-05 -0.000874 -0.000244   
wrong_fragment      -0.013684  2.095459e-02  3.475914e-04 -0.051998  0.214557   
urgent              -0.007063  1.896344e-03  1.640939e-01  0.006211  0.001918   
hot                 -0.087806 -1.410912e-02  8.297340e-02  0.076607 -0.035115   
num_failed_logins   -0.006904  4.293651e-03  1.100558e-01  0.001195 -0.002225   
logged_in           -0.348943 -9.906858e-02  2.314973e-02  0.132970 -0.162621   
num_compromised     -0.029361  3.640370e-03  8.972518e-01  0.080524 -0.003515   
root_shell          -0.001241 -2.405830e-05  1.994112e-02  0.001837 -0.000445   
su_attempted        -0.000934  1.350876e-04  3.634303e-02  0.003309 -0.000198   
num_root            -0.032243  3.896711e-03  8.628162e-01  0.063561  0.000096   
num_file_creations  -0.016998  1.012483e-03  2.251122e-01  0.018224  0.004656   
num_shells          -0.006490  2.831613e-04  9.107665e-02 -0.002161  0.000341   
num_access_files    -0.020197  2.558632e-03  7.503392e-01  0.071012 -0.002841   
num_outbound_cmds    0.000000  0.000000e+00  8.246889e-23 -0.000000 -0.000000   
is_host_login       -0.000002  1.112429e-06  9.127207e-05  0.000010  0.000002   
is_guest_login      -0.006370 -8.155896e-04  6.692140e-03  0.005848 -0.002266   
count                0.633995  5.032002e-02 -8.605616e-02  0.186950  0.487600   
srv_count           -0.123548 -7.096032e-02 -1.008338e-01  0.120777  0.820651   
serror_rate          0.854231 -4.560640e-01  1.197306e-02 -0.062528 -0.128956   
srv_serror_rate      0.851295 -4.617472e-01  1.152882e-02 -0.063093 -0.132828   
rerror_rate          0.198781  9.306435e-01 -4.470944e-02  0.117607 -0.146554   
srv_rerror_rate      0.196348  9.314143e-01 -4.476619e-02  0.122034 -0.144957   
same_srv_rate       -0.925837 -2.335488e-02  2.016213e-02 -0.075643  0.082582   
diff_srv_rate        0.300749  3.453013e-01  2.161669e-02  0.041242  0.116195   
srv_diff_host_rate  -0.325847 -2.610574e-03 -2.633290e-02 -0.524776 -0.185008   
dst_host_count       0.561425 -3.266115e-02 -1.754522e-02  0.441428  0.337919   
dst_host_srv_count  -0.790518 -1.900688e-01 -1.340103e-01  0.302001 -0.035592   
...                       ...           ...           ...       ...       ...   
service__remote_job  0.000712  2.995697e-04 -2.321188e-05  0.000021 -0.000086   
service__rje         0.000768  3.501207e-04 -2.503299e-05 -0.000018 -0.000138   
service__shell       0.000576 -9.620976e-06  4.717974e-05 -0.000051 -0.000093   
service__smtp       -0.040771 -1.028285e-02  3.815982e-03 -0.003364 -0.024065   
service__sql_net     0.002376  2.445287e-04 -9.980420e-05  0.000284 -0.000403   
service__ssh         0.002985 -1.254543e-04 -6.434968e-05  0.000046 -0.000474   
service__sunrpc      0.003872 -2.206582e-04 -1.497583e-04  0.000413 -0.000394   
service__supdup      0.005633 -7.111073e-04 -1.958062e-04  0.000503 -0.000679   
service__systat      0.004917 -3.071674e-04 -2.121441e-04  0.000561 -0.000511   
service__telnet      0.008782 -3.811876e-03  3.425813e-02 -0.001583 -0.006439   
service__tftp_u      0.000004  2.375731e-06  2.652720e-07 -0.000010  0.000002   
service__tim_i      -0.000030  6.247629e-07  4.431047e-06 -0.000066  0.000023   
service__time        0.005578 -1.240865e-04 -2.544337e-04  0.000146 -0.000909   
service__urh_i      -0.000015  7.322628e-06  4.554416e-06 -0.000037  0.000032   
service__urp_i       0.000161  6.325827e-04  2.196625e-04 -0.000390  0.002899   
service__uucp        0.007513 -3.236246e-04 -2.107643e-04  0.000627 -0.002317   
service__uucp_path   0.007084 -3.320304e-04 -3.358049e-04  0.000900 -0.000741   
service__vmnet       0.006365 -3.433597e-04 -2.935365e-04  0.000769 -0.000673   
service__whois       0.007127 -4.571903e-04 -2.997549e-04  0.000728 -0.000850   
flag__OTH           -0.000004  2.277407e-04  6.306637e-05 -0.000310  0.000146   
flag__REJ            0.050704  2.240929e-01 -2.225505e-02  0.040676 -0.045930   
flag__RSTO           0.007067  2.780648e-02 -2.147550e-03  0.009038 -0.006317   
flag__RSTOS0         0.000778  7.775361e-04  9.151437e-05 -0.000274  0.000179   
flag__RSTR           0.005886  5.060770e-02  9.575047e-03 -0.010756  0.004758   
flag__S0             0.380551 -2.049604e-01  1.754141e-03 -0.026051 -0.057639   
flag__S1            -0.000892 -1.356367e-03  2.319853e-03  0.000384 -0.002150   
flag__S2            -0.000445 -4.715182e-04  3.764878e-05 -0.000114 -0.000767   
flag__S3            -0.000146 -1.269525e-04  1.425070e-04 -0.000020 -0.000173   
flag__SF            -0.445636 -9.631401e-02  9.602932e-03 -0.008545  0.106995   
flag__SH             0.002135 -2.830906e-04  8.158932e-04 -0.004027  0.000900   

                              PC6           PC7       PC8           PC9  \
duration            -5.947451e-01  1.031131e-01 -0.102848 -1.505296e-01   
src_bytes           -2.028641e-01 -2.553330e-02  0.006990 -3.735670e-02   
dst_bytes           -1.791163e-01  8.502432e-04  0.009821 -7.182539e-02   
land                 2.651978e-04  6.954216e-05 -0.000057 -9.363037e-05   
wrong_fragment      -7.825438e-02 -1.471786e-01  0.125316  8.709058e-01   
urgent               8.096527e-03  4.505955e-01  0.566569 -1.459561e-02   
hot                 -4.156810e-01  1.016666e-01 -0.222832 -2.581512e-01   
num_failed_logins   -2.461178e-02  4.887163e-01  0.546179 -1.785435e-02   
logged_in           -9.147883e-02 -1.927857e-02  0.011625 -1.459158e-02   
num_compromised      1.893806e-01 -4.507285e-02  0.013143 -1.543112e-03   
root_shell           3.979668e-03  6.759853e-04 -0.001849  9.622700e-04   
su_attempted         9.314177e-03 -4.432031e-03  0.001758 -5.658335e-04   
num_root             2.101617e-01 -7.818607e-02  0.022872  1.195927e-02   
num_file_creations  -1.552660e-01  5.260808e-01 -0.335198  1.520871e-01   
num_shells          -4.335241e-02  4.377499e-01 -0.451497  2.788431e-01   
num_access_files     2.221112e-01 -2.217897e-01 -0.066937 -1.410788e-02   
num_outbound_cmds   -6.862915e-20 -1.189713e-16  0.000000 -1.415664e-17   
is_host_login        8.066775e-06 -1.504952e-05  0.000005 -8.344801e-07   
is_guest_login      -3.813897e-02  7.879574e-03 -0.018067 -2.380494e-02   
count                2.923022e-01  7.047407e-02 -0.045182 -1.497343e-01   
srv_count            3.702265e-01  1.277413e-01 -0.093207 -1.563677e-01   
serror_rate          2.551842e-02  2.352524e-02 -0.017578 -1.563573e-02   
srv_serror_rate      2.825582e-02  2.706491e-02 -0.021449 -2.623298e-02   
rerror_rate          1.352665e-01  5.907370e-02 -0.043982 -1.550808e-02   
srv_rerror_rate      1.307599e-01  5.612149e-02 -0.041848 -1.801656e-02   
same_srv_rate       -3.908405e-02  2.360032e-02 -0.023301  2.719809e-02   
diff_srv_rate       -2.677187e-01 -2.540812e-01  0.217404 -7.663993e-02   
srv_diff_host_rate   1.899929e-01 -9.512028e-03 -0.001175 -4.447369e-02   
dst_host_count      -1.123255e-01 -1.815323e-02  0.010297  3.386405e-02   
dst_host_srv_count   2.188778e-01  6.367809e-03  0.014536 -1.503601e-02   
...                           ...           ...       ...           ...   
service__remote_job  9.065937e-05  3.712937e-05 -0.000031 -5.408203e-05   
service__rje         1.153240e-04  4.826053e-05 -0.000039 -4.744010e-05   
service__shell      -1.030417e-04 -4.241887e-05  0.000026 -1.646623e-05   
service__smtp       -2.543932e-02 -1.312145e-02  0.008287  1.096776e-03   
service__sql_net     4.006202e-04  1.944261e-04 -0.000159 -7.924019e-05   
service__ssh         4.200063e-04  2.537276e-04 -0.000203 -1.970994e-04   
service__sunrpc      7.344598e-04  3.970107e-04 -0.000319 -2.446341e-04   
service__supdup      9.905477e-04  5.083773e-04 -0.000404 -3.353567e-04   
service__systat      1.033668e-03  5.126307e-04 -0.000405 -3.464370e-04   
service__telnet     -6.805343e-03  1.736848e-02 -0.004525  1.627993e-03   
service__tftp_u     -5.900042e-06 -7.593831e-06  0.000006  7.731630e-06   
service__tim_i      -1.997685e-05 -9.838696e-06  0.000004  9.522163e-06   
service__time        1.303131e-03  6.460499e-04 -0.000513 -2.750842e-04   
service__urh_i      -4.616194e-05 -3.518710e-05  0.000026  1.913275e-05   
service__urp_i      -3.833039e-03 -3.595421e-03  0.002896  6.394825e-04   
service__uucp        9.336678e-04  6.416717e-04 -0.000550  2.491115e-04   
service__uucp_path   1.623346e-03  8.173863e-04 -0.000648 -4.802404e-04   
service__vmnet       1.446376e-03  7.369506e-04 -0.000586 -4.364408e-04   
service__whois       1.500161e-03  7.480046e-04 -0.000590 -4.682056e-04   
flag__OTH           -3.897595e-04 -1.419891e-04  0.000071  7.434985e-05   
flag__REJ            6.433964e-02  7.532882e-03 -0.003505  3.523161e-04   
flag__RSTO           9.394595e-03  5.333544e-03 -0.003187  8.537117e-04   
flag__RSTOS0        -4.762504e-04 -2.367050e-04  0.000172 -1.898134e-04   
flag__RSTR          -2.940706e-02  5.791396e-03 -0.007034 -6.351003e-03   
flag__S0             1.780902e-02  1.254424e-02 -0.009667 -1.163858e-02   
flag__S1            -5.598024e-04  8.207748e-04 -0.000675  2.869397e-04   
flag__S2            -2.352976e-04  5.282636e-05 -0.000153 -2.812506e-04   
flag__S3            -2.399210e-04  1.141230e-04 -0.000098 -1.750815e-05   
flag__SF            -5.687711e-02 -3.051665e-02  0.023210  1.690646e-02   
flag__SH            -3.358059e-03 -1.294444e-03  0.000865  4.374234e-06   

                             PC10          PC11          PC12          PC13  \
duration            -1.805049e-01 -3.814791e-01  5.911900e-02  1.494665e-01   
src_bytes            2.356751e-02  6.999193e-02 -1.364461e-02 -3.409557e-02   
dst_bytes            6.514667e-02 -2.437240e-02 -1.345991e-03 -1.127939e-02   
land                -2.086536e-05  9.400247e-05 -2.582647e-05 -8.096763e-05   
wrong_fragment      -2.800424e-01  1.218566e-01 -3.500422e-02 -9.735538e-02   
urgent              -2.986785e-02  1.254647e-01  6.453517e-01 -7.188211e-02   
hot                 -5.028869e-01  6.122222e-01 -5.551207e-02 -1.040129e-01   
num_failed_logins   -3.860291e-02  1.101329e-02 -6.441481e-01  1.774981e-01   
logged_in            3.602345e-02  1.629851e-02 -4.918798e-04 -8.716439e-03   
num_compromised     -6.004442e-03  2.484041e-02  4.640434e-03  1.680781e-02   
root_shell           1.371935e-03  2.053663e-03  6.693491e-04  1.857627e-03   
su_attempted        -8.401524e-04  1.129498e-03 -3.889523e-04  4.958259e-04   
num_root             1.141574e-02  5.607722e-02  1.257027e-02  2.921445e-02   
num_file_creations   2.030352e-01 -2.073236e-01 -9.516482e-02 -6.378298e-01   
num_shells           3.901006e-01  2.901456e-01  8.568840e-02  5.181656e-01   
num_access_files    -1.386343e-02  1.200804e-02 -7.452737e-02 -1.150382e-02   
num_outbound_cmds    4.230876e-17 -1.606907e-16  2.597072e-17 -2.049342e-16   
is_host_login        1.594733e-06 -6.444103e-07  4.309305e-06  1.145941e-05   
is_guest_login      -4.642740e-02  5.369443e-02 -5.367167e-03 -7.891662e-03   
count                4.349480e-02  1.239484e-01 -2.679692e-02 -8.060209e-02   
srv_count           -7.204164e-02  3.235993e-02 -9.585436e-03 -2.689418e-02   
serror_rate         -2.188349e-02 -4.406242e-02  8.851444e-03  1.701760e-02   
srv_serror_rate     -2.379358e-02 -4.905226e-02  1.087766e-02  2.085392e-02   
rerror_rate         -7.676609e-02 -3.438263e-02  4.982481e-03  1.287463e-02   
srv_rerror_rate     -7.046441e-02 -2.815274e-02  3.768864e-03  9.729258e-03   
same_srv_rate       -8.839696e-02 -9.440567e-02  1.982055e-02  5.275103e-02   
diff_srv_rate        5.725486e-01  3.301075e-01 -7.673796e-02 -1.771737e-01   
srv_diff_host_rate   8.359090e-02  1.747139e-01 -5.200900e-02 -1.667673e-01   
dst_host_count      -2.294236e-02 -6.006463e-02  3.350441e-03  1.045774e-02   
dst_host_srv_count   9.154498e-02 -9.779663e-02  1.259455e-02  1.917312e-02   
...                           ...           ...           ...           ...   
service__remote_job -2.891662e-05  4.390766e-06  4.605084e-06  2.225050e-06   
service__rje        -5.216565e-05  3.057690e-06  4.755407e-06  1.278946e-06   
service__shell       5.307216e-05 -4.231877e-05  1.343612e-05  3.687344e-05   
service__smtp        1.800334e-02  1.194089e-02 -4.285209e-03 -1.295501e-02   
service__sql_net    -2.880802e-04 -4.822194e-05  1.759517e-05  2.646992e-05   
service__ssh        -3.176517e-04 -7.696968e-05  2.296406e-05  2.975569e-05   
service__sunrpc     -5.246517e-04 -7.186800e-05  2.262558e-05  1.749140e-05   
service__supdup     -6.274248e-04 -4.154033e-05  1.658538e-05 -1.149620e-05   
service__systat     -6.119991e-04  3.381290e-05  3.171688e-07 -5.566616e-05   
service__telnet      1.246881e-03 -1.017759e-02 -4.570092e-03 -7.874356e-03   
service__tftp_u      6.644510e-06  1.173663e-05 -1.796208e-06 -2.711193e-06   
service__tim_i      -7.271978e-06  2.686250e-06  3.628114e-06  1.537611e-05   
service__time       -9.446382e-04 -1.158888e-04  5.639748e-05  1.114148e-04   
service__urh_i       3.803942e-05  3.248987e-05 -4.779234e-06 -4.675032e-06   
service__urp_i       6.024906e-03  5.252759e-03 -1.167331e-03 -2.407165e-03   
service__uucp       -1.504854e-03 -6.910709e-04  1.666100e-04  4.269852e-04   
service__uucp_path  -1.038683e-03  5.068369e-06  1.075275e-05 -6.294152e-05   
service__vmnet      -9.409727e-04 -3.578919e-06  1.338049e-05 -4.870831e-05   
service__whois      -9.236404e-04  3.966238e-05  2.617070e-06 -7.698165e-05   
flag__OTH           -5.885100e-06 -5.813891e-05  5.538312e-05  1.553975e-04   
flag__REJ            4.490918e-03  3.023128e-02 -6.044340e-03 -1.906110e-02   
flag__RSTO          -8.557699e-03 -2.328538e-04 -1.020449e-03 -5.360527e-05   
flag__RSTOS0         5.021270e-04  4.570470e-05 -2.026066e-06  3.266100e-05   
flag__RSTR          -1.925285e-02 -4.050274e-02  8.534715e-03  2.286879e-02   
flag__S0            -1.305375e-02 -1.906345e-02  4.338008e-03  9.527560e-03   
flag__S1             9.645335e-04 -8.129145e-04 -1.675944e-04 -1.833801e-03   
flag__S2            -2.800321e-04  2.544952e-04  4.492301e-06 -4.111389e-06   
flag__S3             1.532931e-05 -1.882376e-04  4.740177e-06 -1.182919e-04   
flag__SF             3.374120e-02  3.248030e-02 -6.405426e-03 -1.327743e-02   
flag__SH             1.436112e-03 -2.153442e-03  7.024980e-04  1.763936e-03   

                             PC14          PC15          PC16          PC17  \
duration             1.632775e-01  2.165259e-01 -2.397233e-02 -3.768507e-02   
src_bytes            1.914973e-02 -1.377117e-01 -1.537205e-01  1.043637e-01   
dst_bytes            1.753341e-03  2.611392e-01 -3.601101e-02 -3.986568e-02   
land                -1.128909e-04  4.117064e-04  1.260758e-04 -2.173433e-04   
wrong_fragment      -1.101657e-02  1.672087e-01 -6.170425e-02  2.339432e-02   
urgent               1.561791e-02  1.543448e-02  6.657018e-02  7.200537e-02   
hot                 -6.841999e-02  6.230140e-02  5.368317e-02 -5.875743e-03   
num_failed_logins    4.288800e-03  3.206597e-03  2.113872e-02  3.037948e-02   
logged_in           -1.972854e-02  1.591688e-02 -8.660330e-02  4.256211e-02   
num_compromised     -2.882858e-04  8.837765e-03 -1.113607e-01 -1.604363e-01   
root_shell          -6.398766e-04  4.394683e-04 -1.722400e-03 -2.305918e-03   
su_attempted        -2.025226e-04  9.085901e-05 -2.656567e-03 -4.028354e-03   
num_root            -2.893858e-02 -1.148191e-01 -2.060637e-01 -2.159695e-01   
num_file_creations  -6.804277e-02 -5.045972e-02  2.784183e-02  2.280249e-02   
num_shells           4.372309e-02  2.083357e-02  2.979125e-02  2.536844e-02   
num_access_files     1.844289e-02  9.352873e-02  3.633426e-01  4.104879e-01   
num_outbound_cmds    9.173542e-17 -2.072056e-17 -3.861735e-17  7.642101e-17   
is_host_login        2.596512e-07 -1.015136e-05 -7.863916e-05 -9.874886e-05   
is_guest_login      -5.665002e-03  5.693863e-03  6.126114e-03 -1.153076e-03   
count               -1.553549e-02  2.018626e-01 -1.878129e-01  7.754533e-02   
srv_count           -1.664789e-02  1.145998e-01 -7.404103e-02  1.740810e-02   
serror_rate         -2.683299e-02  1.097675e-01 -3.540420e-02  2.321366e-02   
srv_serror_rate     -2.897557e-02  1.028011e-01 -3.072874e-02  2.174053e-02   
rerror_rate          1.343247e-02  1.656374e-02 -1.249765e-02  1.472446e-02   
srv_rerror_rate      1.739943e-02  1.937910e-02 -1.397065e-02  1.506016e-02   
same_srv_rate       -2.549629e-02  3.334947e-02  9.200797e-03 -1.698690e-02   
diff_srv_rate       -6.414417e-02  1.444090e-02  4.678173e-02 -1.405033e-02   
srv_diff_host_rate   6.659860e-01  1.239193e-01 -1.076481e-01  4.067402e-02   
dst_host_count       3.083454e-01 -8.535402e-02  3.338306e-01 -2.779436e-01   
dst_host_srv_count  -1.683794e-02  2.278377e-01  8.718433e-02 -5.869879e-02   
...                           ...           ...           ...           ...   
service__remote_job -4.459811e-05  7.132995e-05 -5.259302e-05 -1.564709e-06   
service__rje        -9.607014e-05  1.165987e-04  9.871442e-06 -9.391329e-05   
service__shell       2.309774e-05 -8.538822e-05  1.589755e-05 -1.698688e-05   
service__smtp        7.369788e-02 -2.107644e-02 -4.275431e-02  2.910665e-02   
service__sql_net     2.049718e-04 -2.247994e-04  1.026881e-05  2.101912e-05   
service__ssh        -7.618488e-05  2.972390e-04 -1.444448e-04 -1.088027e-04   
service__sunrpc      3.172740e-04  6.794996e-05 -3.734486e-04  1.599805e-04   
service__supdup      3.970783e-04  8.461485e-05 -4.077748e-04  1.729282e-04   
service__systat      3.747613e-04  1.068537e-04 -5.610305e-04  2.600368e-04   
service__telnet     -4.535488e-03  4.082836e-03 -3.276670e-03 -1.138932e-02   
service__tftp_u     -9.602074e-06 -4.630161e-05  2.596696e-06  6.903370e-06   
service__tim_i      -5.760631e-05 -1.653249e-04 -4.045248e-05  8.570563e-05   
service__time       -3.577390e-04 -2.215368e-04 -7.680484e-04  4.754629e-04   
service__urh_i      -2.587606e-05 -1.749360e-04  3.558693e-05  8.978432e-06   
service__urp_i       1.018834e-03 -1.287858e-02  5.248671e-03 -1.937646e-03   
service__uucp        8.885193e-04 -1.959854e-03  1.164196e-03 -5.086202e-04   
service__uucp_path   6.081444e-04  1.580647e-04 -8.273282e-04  3.524456e-04   
service__vmnet       5.055787e-04  1.844396e-04 -8.336098e-04  3.798831e-04   
service__whois       4.534305e-04  2.272754e-04 -7.215115e-04  2.315374e-04   
flag__OTH           -2.472251e-04 -2.127646e-04  5.719190e-05  1.071796e-04   
flag__REJ           -9.967919e-03  4.804905e-03 -3.079957e-03  6.210595e-04   
flag__RSTO           3.964221e-03 -9.199452e-03  1.202025e-04 -1.380323e-04   
flag__RSTOS0        -1.185244e-04 -4.646899e-04  1.151597e-04  2.983320e-04   
flag__RSTR           9.450778e-03  1.062736e-02 -1.094044e-03  4.235927e-03   
flag__S0            -7.318845e-03  4.231233e-02 -8.531811e-03  7.830486e-03   
flag__S1            -1.733277e-03  7.488792e-04 -3.309413e-03 -3.680574e-04   
flag__S2             4.949359e-05  7.725984e-04 -6.334045e-04  5.220888e-04   
flag__S3            -9.456275e-05 -2.269378e-05 -3.453369e-04  1.896193e-04   
flag__SF             9.181305e-03 -5.163156e-02  1.812540e-02 -1.571973e-02   
flag__SH            -3.165445e-03  2.265089e-03 -1.423987e-03  2.421131e-03   

                             PC18          PC19          PC20          PC21  \
duration             5.130756e-02  2.842782e-01 -2.788775e-02 -2.811161e-02   
src_bytes           -1.772037e-01  6.384891e-02  1.620822e-01 -1.429583e-01   
dst_bytes           -4.334816e-02  4.720481e-02  5.717170e-02  1.195904e-01   
land                 4.279544e-05  6.564767e-05  1.232746e-04 -4.606902e-04   
wrong_fragment       6.133706e-02  7.155500e-02  4.476811e-02 -2.600163e-02   
urgent              -1.322948e-02  3.499668e-03  8.387515e-04 -5.459172e-03   
hot                  1.260591e-01 -9.504286e-02 -7.932319e-03  3.747688e-03   
num_failed_logins    1.488538e-03 -1.575702e-02  1.881546e-03 -1.340929e-03   
logged_in           -6.249214e-02 -2.402557e-03  1.324510e-01 -4.065317e-02   
num_compromised      5.392535e-02  2.326774e-02 -4.077624e-03  8.762351e-02   
root_shell           1.179243e-03  1.261096e-04  1.920542e-04  1.251659e-03   
su_attempted         1.864919e-03 -5.892025e-04 -5.432343e-05  1.392966e-03   
num_root             6.821498e-02 -8.895383e-02  3.579686e-03 -6.841186e-02   
num_file_creations   2.516918e-02 -5.504791e-02 -2.000052e-03  5.539535e-03   
num_shells          -1.989607e-02  7.877748e-03  6.650501e-04 -4.010323e-03   
num_access_files    -1.002245e-01  1.322586e-02  3.886846e-03 -1.909980e-02   
num_outbound_cmds    1.833545e-16  1.688780e-17 -5.958611e-17 -8.913838e-17   
is_host_login        1.019057e-05 -2.377727e-05 -1.693341e-06  1.296654e-05   
is_guest_login       1.029511e-02 -6.955381e-03 -3.990752e-03  1.875242e-03   
count               -9.348899e-02  6.572182e-02  1.656951e-01  1.579561e-01   
srv_count           -3.308490e-02  3.172439e-02 -1.255946e-01 -1.554760e-01   
serror_rate          6.116027e-02 -3.263286e-02  4.712854e-03 -7.035187e-02   
srv_serror_rate      6.184176e-02 -3.011140e-02  1.131947e-03 -7.262308e-02   
rerror_rate          4.537029e-02  1.481155e-02 -1.068759e-03 -6.560729e-02   
srv_rerror_rate      4.520606e-02  1.653042e-02  3.296264e-03 -6.877952e-02   
same_srv_rate       -3.305661e-02 -1.333290e-01 -1.073130e-01 -1.859650e-01   
diff_srv_rate        2.196167e-01  2.037254e-01 -3.641365e-02 -1.046880e-01   
srv_diff_host_rate   2.137464e-02 -5.890775e-02 -1.892161e-03 -1.354856e-02   
dst_host_count      -4.994955e-03 -9.736831e-02  2.224655e-01 -6.062956e-02   
dst_host_srv_count   2.153375e-01 -8.797942e-02  4.407067e-02 -3.498617e-02   
...                           ...           ...           ...           ...   
service__remote_job -1.711638e-04 -8.672652e-05  1.728357e-04  8.390038e-05   
service__rje        -2.860607e-04 -1.136233e-04  1.208001e-04 -3.725270e-05   
service__shell       7.905987e-05 -8.397548e-05 -5.722379e-05 -2.571407e-04   
service__smtp       -7.112146e-02  3.193067e-03 -9.483404e-03 -2.774190e-02   
service__sql_net    -4.641326e-05  1.772673e-04  4.254905e-04  1.586111e-04   
service__ssh        -6.095386e-04  2.668135e-04  5.467942e-04  2.233993e-04   
service__sunrpc     -4.461327e-04  4.160256e-04  1.123069e-03  1.033099e-03   
service__supdup     -3.805231e-04  7.350014e-04  1.398969e-03  1.103078e-03   
service__systat     -4.882535e-04  8.234832e-04  1.554957e-03  1.490535e-03   
service__telnet     -4.807515e-03  1.699311e-02 -7.703482e-03 -5.832750e-03   
service__tftp_u     -1.462385e-05  2.761847e-05 -7.104732e-05  9.086217e-05   
service__tim_i      -1.016574e-05  1.855341e-05 -6.129742e-05  5.003873e-05   
service__time       -1.012189e-03  1.095239e-03  4.298521e-05  2.658895e-03   
service__urh_i      -3.621280e-05  2.952399e-05 -1.231989e-04  1.819937e-05   
service__urp_i       3.480766e-04  9.131334e-03 -2.309668e-03 -5.634576e-04   
service__uucp        8.794063e-05  5.516072e-04 -4.816864e-04 -1.394823e-03   
service__uucp_path  -8.546006e-04  1.107535e-03  2.407912e-03  2.399491e-03   
service__vmnet      -8.233218e-04  9.578293e-04  2.152135e-03  2.255561e-03   
service__whois      -9.335128e-04  1.113987e-03  2.129258e-03  2.036594e-03   
flag__OTH           -2.943097e-04 -1.335224e-03 -3.247664e-04  4.951946e-04   
flag__REJ            8.220828e-03  9.196349e-03 -4.586770e-03 -5.440317e-04   
flag__RSTO          -4.265598e-03  7.019907e-03  3.653386e-03  6.504075e-03   
flag__RSTOS0         1.115828e-03  5.526765e-04  6.374719e-04 -3.132190e-04   
flag__RSTR           1.121574e-02 -1.130790e-02 -1.577556e-04 -2.814631e-02   
flag__S0             2.732518e-02  1.129080e-04 -1.340300e-03 -2.555388e-02   
flag__S1             4.548043e-04 -1.816056e-03  2.229814e-04 -3.333938e-03   
flag__S2             8.603671e-04 -4.864353e-04  6.695277e-05 -1.676050e-03   
flag__S3            -1.213048e-05  8.105047e-05  7.159715e-05 -6.261934e-04   
flag__SF            -4.521654e-02  1.051622e-02  3.331116e-03  5.582891e-02   
flag__SH             5.958277e-04 -1.253349e-02 -1.573913e-03 -2.634559e-03   

                             PC22          PC23          PC24          PC25  \
duration            -6.668485e-02  5.169373e-02  1.496927e-02  8.391607e-04   
src_bytes            3.137910e-02  7.990101e-02  1.334202e-01  5.612379e-02   
dst_bytes            1.836639e-02 -2.109815e-01 -2.779970e-02  2.741502e-02   
land                 1.004325e-04 -1.360045e-04 -1.302130e-05  1.850032e-04   
wrong_fragment      -3.377907e-03 -1.486215e-03 -1.421531e-02 -4.916495e-03   
urgent              -8.596869e-03 -2.287437e-05  2.453984e-04  9.323543e-05   
hot                 -4.560344e-03  1.792668e-02  3.507391e-03 -1.615431e-03   
num_failed_logins   -6.490125e-03  7.807134e-04  7.053610e-04  4.130873e-04   
logged_in            7.146277e-03 -2.998369e-02 -1.426210e-02 -3.096570e-04   
num_compromised      3.082949e-01  6.161145e-02  2.789208e-03 -3.561149e-03   
root_shell           2.688959e-03 -4.004140e-04 -4.660547e-05  2.434371e-04   
su_attempted         4.420051e-03  5.237067e-04  2.067952e-04  3.777586e-04   
num_root            -2.680586e-01 -5.199261e-02  2.037463e-04  2.919597e-03   
num_file_creations  -6.283037e-03  1.036141e-04 -1.904677e-03 -2.695145e-03   
num_shells          -2.113259e-03  4.795514e-04  3.243365e-04  3.053420e-04   
num_access_files    -4.519469e-02 -6.892472e-03 -1.986815e-03 -4.334097e-04   
num_outbound_cmds    9.860598e-17  5.720508e-17  9.075638e-18  4.325266e-17   
is_host_login        4.649907e-05  4.977201e-07 -7.416557e-06 -4.044399e-06   
is_guest_login      -2.955434e-03 -3.538912e-05 -4.332085e-03 -1.881554e-03   
count               -7.305131e-02  8.704648e-02  4.042771e-03 -9.964490e-02   
srv_count            5.499502e-02 -1.177769e-01 -2.188174e-02  6.947086e-02   
serror_rate          1.222062e-02  4.840913e-03  1.839198e-02  2.698446e-02   
srv_serror_rate      1.227411e-02  6.123599e-04  1.713969e-02  3.293174e-02   
rerror_rate          1.864926e-02 -1.332337e-02  7.737788e-03 -5.373614e-02   
srv_rerror_rate      2.046792e-02 -1.830708e-02  1.522844e-02 -7.917181e-02   
same_srv_rate        5.253228e-02  2.572507e-02 -6.527591e-02 -8.105912e-02   
diff_srv_rate        1.271008e-02 -5.274508e-03 -1.185028e-02  1.581861e-02   
srv_diff_host_rate   5.002396e-04 -1.297608e-02 -2.154337e-03  2.259900e-03   
dst_host_count       2.127888e-02 -1.355813e-02 -6.844372e-03 -3.590859e-03   
dst_host_srv_count  -3.531794e-02  9.619657e-02  5.186659e-02  7.435705e-03   
...                           ...           ...           ...           ...   
service__remote_job -2.546542e-05  1.624647e-04 -5.179273e-04 -2.140167e-04   
service__rje         5.934172e-06  1.532937e-04 -5.578035e-04 -1.196708e-04   
service__shell       5.109291e-06 -9.566631e-06 -4.551678e-04  3.924767e-04   
service__smtp        1.523536e-02  4.006908e-04  3.432819e-02  1.938996e-02   
service__sql_net    -5.977757e-05  3.832626e-04 -1.623954e-03  6.725646e-04   
service__ssh        -2.087260e-04  6.091629e-04 -1.984381e-03  1.016395e-04   
service__sunrpc     -5.197040e-04  1.176852e-03 -2.520387e-03  1.762028e-04   
service__supdup     -6.367506e-04  1.624993e-03 -3.427696e-03  3.458494e-04   
service__systat     -7.568543e-04  1.607197e-03 -2.911752e-03 -3.238306e-04   
service__telnet      2.151320e-02 -3.630214e-03 -1.531271e-02  6.318981e-03   
service__tftp_u     -2.312552e-05 -2.179290e-06 -3.523338e-05 -3.606570e-06   
service__tim_i       2.143559e-05  5.055170e-05 -1.046901e-05 -8.430504e-06   
service__time       -1.187776e-03  2.388573e-03 -5.132230e-03 -9.132277e-04   
service__urh_i       2.021400e-05  4.666222e-05 -1.225367e-04 -5.845561e-05   
service__urp_i       9.227377e-04  1.645038e-03 -4.155875e-03  2.267109e-03   
service__uucp        7.207499e-04 -6.815413e-04 -5.695630e-03  5.053702e-03   
service__uucp_path  -1.187599e-03  2.543240e-03 -4.239852e-03 -2.218494e-05   
service__vmnet      -1.092334e-03  2.306562e-03 -3.757004e-03 -1.121289e-04   
service__whois      -1.074562e-03  2.386410e-03 -4.271563e-03 -2.184784e-04   
flag__OTH            1.911265e-04 -2.568876e-04 -5.913059e-04  5.746812e-04   
flag__REJ           -8.055075e-04  2.078709e-02  1.160738e-02  7.636298e-03   
flag__RSTO          -8.900712e-04 -2.999959e-03 -9.840914e-03  5.153463e-04   
flag__RSTOS0         2.885154e-04 -1.186829e-03  7.963362e-04 -1.018275e-03   
flag__RSTR           7.859253e-03 -2.144773e-02  1.582044e-03 -3.202207e-02   
flag__S0            -1.219475e-03  8.623167e-03  3.583437e-03  8.514302e-03   
flag__S1             2.440659e-03 -2.073195e-03  7.591728e-04  3.701818e-03   
flag__S2             4.153870e-05  9.801651e-04  7.978761e-04  7.861543e-04   
flag__S3             1.525866e-04  2.130255e-04  3.499302e-04  3.627852e-04   
flag__SF            -1.177053e-02  8.384130e-04 -8.883207e-03  1.157357e-02   
flag__SH             3.711906e-03 -3.477263e-03 -1.607466e-04 -6.246129e-04   

                             PC26          PC27          PC28          PC29  \
duration            -4.570739e-02  8.961182e-03 -4.253004e-03  1.446005e-03   
src_bytes            8.654447e-02 -3.317529e-02  6.533364e-02  1.752150e-02   
dst_bytes            1.108088e-01  7.997771e-03 -7.678905e-03 -4.281024e-03   
land                 6.559541e-04  4.633138e-04 -7.442675e-05 -6.284649e-04   
wrong_fragment       1.658272e-02 -8.016782e-03 -2.977192e-03 -6.315870e-04   
urgent               5.611710e-05  6.348037e-05 -6.964580e-06 -1.693871e-04   
hot                 -8.256639e-03 -6.677139e-03 -1.367012e-03 -7.827279e-04   
num_failed_logins   -5.154870e-04 -4.108386e-04  2.985744e-04  7.288507e-05   
logged_in           -3.888473e-02  1.084273e-02 -4.564052e-02 -4.510585e-02   
num_compromised     -1.289336e-02 -4.683343e-03  3.139552e-05 -8.035671e-03   
root_shell           7.005095e-04  4.154277e-04  5.277324e-06  9.987973e-05   
su_attempted         2.664833e-04 -1.947809e-04  1.487374e-04  5.564571e-04   
num_root             1.119864e-02  1.085750e-03  8.904353e-04  1.107004e-02   
num_file_creations  -1.946289e-03 -1.629637e-03 -3.135195e-04  1.851574e-05   
num_shells          -3.802026e-04 -4.742334e-04  2.549430e-04  3.404535e-05   
num_access_files     1.199007e-03  7.901645e-04  4.098597e-04 -1.467823e-03   
num_outbound_cmds   -1.712514e-17  1.387594e-17  5.190767e-17 -1.540434e-17   
is_host_login        9.915612e-07 -3.758542e-06  3.911616e-06  9.534995e-06   
is_guest_login      -5.758203e-03 -5.851495e-04 -7.316709e-03 -1.431205e-03   
count                7.844635e-03  5.379288e-02 -2.356835e-02 -1.197750e-02   
srv_count           -2.822609e-02 -3.063140e-02  1.142081e-02 -2.176204e-02   
serror_rate          4.074770e-02 -1.886603e-03  9.513447e-03  4.743469e-03   
srv_serror_rate      3.876790e-02  8.111868e-03  1.372342e-03  4.293073e-03   
rerror_rate          3.902394e-02 -2.386902e-02 -1.739432e-04  1.108815e-02   
srv_rerror_rate      5.122438e-02 -3.546508e-02  1.882723e-02  1.299986e-02   
same_srv_rate        2.057493e-02  1.161207e-01 -4.025454e-02 -1.000989e-02   
diff_srv_rate        2.559507e-03  3.098547e-02 -1.878045e-02 -1.323234e-02   
srv_diff_host_rate  -1.068827e-02 -4.065868e-03  1.655731e-02 -2.115406e-02   
dst_host_count       1.877898e-02  3.124522e-02  4.998881e-03 -1.871628e-03   
dst_host_srv_count  -5.806051e-02 -1.268754e-01 -7.475296e-02 -1.547146e-02   
...                           ...           ...           ...           ...   
service__remote_job  4.216321e-04 -3.119992e-04 -1.354715e-05  8.156227e-05   
service__rje         4.567326e-04 -3.915334e-04  1.564721e-05  7.765504e-05   
service__shell       2.374244e-04 -2.396233e-04  2.793741e-05  1.574959e-04   
service__smtp        5.385744e-02  2.241496e-03 -1.369750e-01  6.159746e-02   
service__sql_net     1.021812e-03 -8.037789e-04 -2.683787e-05  2.801444e-04   
service__ssh         1.438992e-03 -9.131449e-04 -1.598393e-04  2.283207e-04   
service__sunrpc      1.562903e-03 -8.834146e-04 -4.813361e-04  4.784152e-04   
service__supdup      2.300659e-03 -1.526324e-03 -1.134779e-04  5.987550e-04   
service__systat      2.088369e-03 -1.266527e-03 -1.502478e-04  4.325990e-04   
service__telnet      1.291872e-02  6.542232e-03 -7.430130e-03 -4.336054e-04   
service__tftp_u     -5.868458e-05 -7.545038e-05  2.144285e-05  7.610746e-06   
service__tim_i      -3.016157e-06  3.225012e-05  1.224663e-04  2.538534e-04   
service__time        1.441060e-03  1.415002e-03 -1.254622e-03  1.537628e-03   
service__urh_i      -1.453249e-04  4.360551e-06  3.849599e-05  2.780254e-04   
service__urp_i      -8.269373e-03 -3.742709e-03  5.926417e-03  1.658393e-02   
service__uucp        3.077707e-03 -5.727774e-03  8.219191e-04  2.026024e-03   
service__uucp_path   2.942345e-03 -1.547281e-03 -3.319776e-04  6.324959e-04   
service__vmnet       2.648709e-03 -1.417681e-03 -2.525435e-04  5.849043e-04   
service__whois       3.039165e-03 -1.970902e-03 -1.302731e-04  6.918486e-04   
flag__OTH           -1.003314e-03  6.579609e-04 -7.229599e-04 -1.041425e-04   
flag__REJ           -1.461667e-03 -1.208850e-03  2.046485e-02 -2.738175e-03   
flag__RSTO           8.301972e-03 -1.052451e-02 -5.857271e-03  5.580630e-03   
flag__RSTOS0         5.140756e-04 -9.159090e-04 -5.978546e-05 -5.071346e-04   
flag__RSTR           7.247098e-03  1.623632e-03 -1.136979e-02  1.517422e-03   
flag__S0             3.627786e-03  2.744412e-03 -1.073828e-03  1.045459e-03   
flag__S1             6.795535e-03  5.874556e-04  6.592117e-04  4.518917e-04   
flag__S2             8.627314e-04 -1.050407e-04  3.360154e-04  2.607944e-04   
flag__S3             6.482633e-04  1.397206e-04  7.710939e-05  2.686677e-05   
flag__SF            -2.780699e-02  7.059409e-03 -1.923494e-03 -5.984504e-03   
flag__SH             2.274513e-03 -5.827854e-05 -5.300590e-04  4.508911e-04   

                             PC30          PC31          PC32          PC33  \
duration            -1.029480e-02  6.475359e-03 -6.175985e-04 -1.676585e-03   
src_bytes            2.958364e-02 -2.176680e-02  8.381682e-03  3.298038e-03   
dst_bytes            2.190990e-02 -1.425859e-02  2.725641e-02 -1.324547e-02   
land                -3.715126e-05 -1.878400e-04 -4.007591e-04  3.660261e-04   
wrong_fragment      -7.330234e-03  4.865817e-03  3.549612e-03 -1.860580e-03   
urgent               2.186745e-04 -1.083111e-04  5.243746e-05 -1.341810e-04   
hot                 -3.063456e-03  1.621153e-03 -3.126958e-03 -5.782790e-04   
num_failed_logins   -2.354979e-05  9.427581e-04 -5.219702e-04  1.326969e-04   
logged_in           -5.111606e-02  2.565285e-02 -1.571071e-02  1.094514e-02   
num_compromised     -2.419159e-03  1.424736e-03 -1.922554e-03  4.654648e-03   
root_shell          -1.734560e-04 -3.748876e-04  3.108158e-04  6.418837e-04   
su_attempted         5.002392e-04 -3.625866e-04 -3.418082e-04  1.261694e-03   
num_root             1.807439e-03 -1.250280e-03 -1.092958e-03 -3.460044e-03   
num_file_creations  -1.158534e-03  2.998801e-04 -1.721289e-03  2.019355e-03   
num_shells           5.888339e-04 -1.332556e-04  1.799567e-04 -5.613313e-05   
num_access_files     4.624959e-04 -1.895387e-04  8.055589e-04  2.609916e-04   
num_outbound_cmds    7.957468e-17 -6.623409e-17  8.376959e-18  9.466807e-18   
is_host_login       -6.292019e-06  9.745207e-06  7.242424e-06 -4.125525e-05   
is_guest_login      -1.298245e-04  2.467518e-03 -6.936785e-04 -3.135197e-04   
count                3.818411e-02 -1.724345e-02  3.930402e-04  4.444906e-03   
srv_count           -4.238701e-02  1.329601e-02 -6.533956e-03 -7.219300e-05   
serror_rate          1.716772e-02  1.589237e-02 -1.334462e-02  6.021668e-02   
srv_serror_rate      1.837714e-02 -6.775414e-03 -6.639129e-04  6.369188e-02   
rerror_rate         -3.647835e-02 -8.102018e-02  2.181718e-02  7.902017e-03   
srv_rerror_rate     -3.005257e-02 -4.260755e-02  4.240608e-03 -8.603720e-03   
same_srv_rate        8.710874e-02 -3.354158e-02 -1.005480e-02 -4.565205e-04   
diff_srv_rate        1.708255e-02 -8.876788e-03  3.314426e-03  1.236119e-03   
srv_diff_host_rate   2.482582e-03 -1.468430e-03  2.273787e-03  1.009067e-03   
dst_host_count      -9.604096e-03  1.482753e-03 -5.629093e-03  2.270359e-03   
dst_host_srv_count   4.712144e-02 -6.611115e-03  1.492268e-02 -7.333818e-03   
...                           ...           ...           ...           ...   
service__remote_job -2.871215e-05  1.121514e-04  2.573350e-05  8.607810e-05   
service__rje        -6.280930e-05  1.272498e-04 -2.027930e-05 -9.569311e-06   
service__shell      -3.444153e-04  4.491346e-05  3.588590e-04  1.518487e-04   
service__smtp       -3.080831e-02  1.958258e-03 -6.665456e-02 -7.826822e-04   
service__sql_net    -3.127117e-04  3.957421e-04 -1.252780e-04 -2.870663e-04   
service__ssh        -3.452506e-04  3.951149e-04  2.010262e-04  5.643584e-05   
service__sunrpc     -3.598463e-04  3.081094e-04  2.183503e-03  1.543587e-03   
service__supdup     -4.376596e-04  4.896366e-04 -2.321127e-04 -1.821427e-04   
service__systat     -1.143711e-04  4.586925e-04 -2.711197e-04 -2.605861e-04   
service__telnet     -4.620052e-04 -2.910394e-03  1.819936e-02 -4.612663e-03   
service__tftp_u     -4.803659e-05  2.142046e-05 -2.940149e-05  1.795416e-05   
service__tim_i       8.359895e-05 -7.738676e-06  4.723439e-05 -3.642644e-06   
service__time       -2.596127e-03  1.939582e-03  2.975404e-03  3.672997e-03   
service__urh_i       1.849407e-04 -1.536604e-05  6.738595e-05  3.517941e-06   
service__urp_i       7.810895e-03 -6.811188e-04  6.400597e-03  2.096735e-03   
service__uucp       -4.656696e-03  2.973292e-03  4.847409e-03  3.007936e-03   
service__uucp_path  -2.117761e-05  4.864565e-04 -5.151983e-04 -5.591458e-04   
service__vmnet       1.952844e-05  4.168195e-04 -3.999111e-04 -4.548510e-04   
service__whois      -2.394756e-04  6.496597e-04 -5.257448e-04 -4.731576e-04   
flag__OTH            1.352842e-04 -3.147626e-04  6.848439e-05  3.369325e-04   
flag__REJ           -2.790257e-04 -1.715021e-02 -7.780275e-02 -5.303841e-02   
flag__RSTO          -1.510643e-02 -6.039327e-03  3.722936e-02  2.774176e-02   
flag__RSTOS0        -3.467117e-05  4.645232e-04  2.440284e-04  1.940836e-03   
flag__RSTR           6.165977e-03  9.969557e-03  4.017338e-02  2.369873e-02   
flag__S0            -1.882389e-03 -2.666621e-03 -2.755841e-03  3.585180e-03   
flag__S1             6.277220e-03 -4.636527e-04 -4.208717e-04  2.148077e-02   
flag__S2             1.050458e-03  3.931601e-04 -1.535823e-03  7.398526e-03   
flag__S3             4.395473e-04  5.318839e-05 -1.633521e-04  2.292693e-03   
flag__SF             1.442618e-03  1.629750e-02  4.283661e-03 -3.440603e-02   
flag__SH             1.791414e-03 -5.433541e-04  6.797286e-04 -1.030991e-03   

                             PC34          PC35          PC36          PC37  \
duration             4.635650e-03  3.177713e-03 -1.782025e-03 -1.625767e-03   
src_bytes           -8.545510e-03  3.237719e-03 -9.818735e-04  1.695019e-03   
dst_bytes            3.319956e-02 -1.108696e-02 -8.916663e-03  3.856818e-03   
land                -2.972034e-05 -5.738336e-04 -5.650142e-04  3.249830e-04   
wrong_fragment       2.576288e-03  1.221375e-03 -3.732379e-04  1.684250e-03   
urgent              -1.898323e-04 -6.002344e-05  3.218549e-05 -9.001503e-05   
hot                 -3.098662e-03 -1.263804e-03 -8.588511e-04  2.856579e-04   
num_failed_logins   -2.615520e-04  2.889999e-04 -5.393239e-04  1.514269e-04   
logged_in           -2.635055e-02  3.713462e-02  3.198514e-02 -3.502966e-02   
num_compromised     -1.707207e-03  1.230038e-03 -4.424107e-03  1.802120e-03   
root_shell           6.352225e-04 -2.862098e-04  4.250807e-04  2.115533e-04   
su_attempted         1.156635e-04  1.976516e-04 -5.994546e-04  7.060258e-04   
num_root            -1.204333e-03 -8.565828e-04  1.044238e-03 -2.131147e-04   
num_file_creations  -9.392266e-04  1.060924e-04 -2.145100e-03  8.147354e-04   
num_shells           1.087753e-04 -4.343423e-05 -2.569733e-04 -1.791194e-04   
num_access_files     7.027619e-04 -1.417720e-04  8.796790e-04 -5.965553e-04   
num_outbound_cmds   -2.203473e-18  4.571777e-17 -7.851192e-18 -1.220493e-18   
is_host_login       -8.348691e-06 -8.313744e-06  1.721116e-05 -1.550644e-05   
is_guest_login       2.087326e-03  1.083058e-03  1.896514e-03 -8.896026e-05   
count               -3.644190e-03  2.901712e-04 -1.736155e-06 -2.506581e-03   
srv_count           -1.831628e-04 -1.632802e-03 -1.453883e-03  8.300086e-04   
serror_rate          3.597932e-02 -1.227888e-02 -1.392275e-02 -4.144323e-02   
srv_serror_rate      2.747699e-02  1.172532e-02  9.263828e-03  1.371506e-02   
rerror_rate         -4.497722e-03  1.480028e-02  8.954621e-03  2.110561e-02   
srv_rerror_rate      6.355159e-03 -1.608988e-02 -1.138070e-02 -3.450022e-02   
same_srv_rate       -5.540281e-04 -3.387754e-03  5.130031e-03 -2.837597e-03   
diff_srv_rate       -4.555179e-03  5.776565e-04 -1.451413e-03 -1.918547e-03   
srv_diff_host_rate   5.735262e-04 -1.562512e-03  1.189007e-03  1.591429e-03   
dst_host_count       3.108646e-03  1.813028e-04 -3.784815e-04  5.951078e-04   
dst_host_srv_count   5.928709e-03 -3.177741e-03  3.835610e-03  9.017640e-04   
...                           ...           ...           ...           ...   
service__remote_job  9.857613e-05  5.126743e-04  1.050201e-05  1.715843e-04   
service__rje         1.035287e-04  5.080640e-04 -1.342718e-05  1.351955e-04   
service__shell      -3.486953e-04  1.055532e-04 -4.693583e-05  1.152669e-04   
service__smtp       -1.830510e-02  2.131627e-03 -2.543194e-02 -6.797644e-03   
service__sql_net     3.982056e-04  1.112790e-03 -1.442300e-04  1.139236e-04   
service__ssh        -1.900129e-04  1.100900e-03 -3.784723e-05 -3.547037e-06   
service__sunrpc     -2.926944e-03 -1.121644e-03 -4.706049e-04 -3.228920e-04   
service__supdup      4.954212e-04  2.839049e-03 -2.771858e-04  6.480538e-04   
service__systat      4.111660e-04  2.373307e-03 -3.692520e-04  1.827086e-04   
service__telnet      8.878083e-03 -2.848482e-02  9.849997e-02 -2.645188e-02   
service__tftp_u     -3.223678e-05  8.159672e-06 -1.134701e-06 -1.182518e-05   
service__tim_i      -9.023099e-07  4.553454e-05  5.031996e-06 -5.142462e-06   
service__time       -4.890812e-03 -3.967754e-03 -1.016690e-03  1.087738e-03   
service__urh_i       2.632450e-05  5.215167e-05  1.261845e-05 -3.408890e-05   
service__urp_i      -1.989752e-04  6.421264e-03 -2.436549e-03 -3.340286e-03   
service__uucp       -6.678909e-03 -4.236968e-03 -9.503953e-04 -3.384498e-04   
service__uucp_path   9.297166e-04  3.815078e-03 -5.443675e-04  2.256851e-04   
service__vmnet       7.545175e-04  3.313020e-03 -4.672389e-04  1.907115e-04   
service__whois       7.878321e-04  3.925661e-03 -5.372669e-04  3.781159e-04   
flag__OTH            3.466521e-04 -2.387788e-04 -1.743382e-04 -3.434001e-05   
flag__REJ            8.286873e-02  2.693156e-02  1.120753e-02  1.629664e-03   
flag__RSTO          -4.378090e-02 -4.530336e-02  5.813672e-03 -1.103628e-02   
flag__RSTOS0         2.451417e-04  7.394681e-04  4.688546e-05 -2.338252e-04   
flag__RSTR          -3.796968e-02  1.486442e-02 -1.920073e-02  2.036911e-03   
flag__S0            -9.268758e-03 -2.416754e-03 -5.246275e-03  1.511358e-02   
flag__S1             1.424902e-02 -1.313938e-03  1.627704e-03 -9.210812e-03   
flag__S2             3.360911e-03 -4.091803e-04 -9.341070e-04 -4.372695e-03   
flag__S3             1.388171e-03 -5.826002e-05 -9.324644e-05 -9.422512e-04   
flag__SF            -1.517764e-02  2.871800e-03  4.080283e-03  7.969088e-03   
flag__SH             3.738353e-03  4.333029e-03  2.872623e-03 -9.190354e-04   

                             PC38          PC39          PC40          PC41  \
duration             3.940491e-03  8.425176e-04  3.169128e-03 -2.324750e-03   
src_bytes            1.823099e-03 -6.447173e-03 -2.463551e-03 -8.495211e-03   
dst_bytes           -8.044474e-03  8.896322e-03 -1.427586e-03  3.374574e-03   
land                 1.234700e-03 -7.251285e-04  3.061064e-04  4.857888e-04   
wrong_fragment      -9.685668e-04 -6.095518e-04 -1.872911e-04  2.801036e-04   
urgent              -1.250825e-04 -2.716059e-05  6.316024e-05  4.255344e-05   
hot                  3.923855e-04  1.194258e-03 -3.164906e-03 -1.379846e-03   
num_failed_logins   -3.439502e-04  2.257010e-05  1.822887e-04  1.274617e-04   
logged_in           -2.157093e-02 -2.181484e-02  3.901939e-02  2.719166e-02   
num_compromised     -2.189042e-03  7.125752e-04  7.681046e-04  8.866550e-04   
root_shell           1.076446e-04  1.305405e-04 -7.157266e-04  3.299132e-04   
su_attempted        -4.403547e-04  3.088469e-04  1.806127e-04  1.122272e-05   
num_root             1.431852e-03 -1.696281e-04 -9.675616e-04 -7.344496e-04   
num_file_creations  -5.988259e-04  4.138424e-04 -1.817319e-04  4.771626e-04   
num_shells          -1.501980e-04  3.522224e-06  1.348538e-04  1.450678e-05   
num_access_files     2.715266e-05 -2.578495e-04  6.747229e-05  9.960624e-05   
num_outbound_cmds    2.383824e-17  2.990837e-17  6.257944e-17 -6.210325e-17   
is_host_login        1.071938e-05 -5.763755e-06 -4.556090e-06 -8.560687e-06   
is_guest_login      -3.171641e-04  7.469642e-04  5.300094e-03  3.654672e-03   
count                2.485557e-03  1.085705e-03  3.956870e-04 -1.816471e-03   
srv_count           -7.136956e-03 -2.627091e-03 -1.824836e-03 -5.716123e-03   
serror_rate          4.832723e-03 -1.479277e-02  4.375163e-03  4.022527e-03   
srv_serror_rate     -9.547176e-03  9.912570e-03  8.868491e-03 -2.106919e-03   
rerror_rate         -1.181913e-02  1.552235e-02  3.744410e-03 -3.209916e-03   
srv_rerror_rate      2.741274e-03 -2.000039e-02  3.539458e-03  9.900465e-03   
same_srv_rate       -7.609642e-03  1.091407e-03  9.591166e-03  6.112941e-04   
diff_srv_rate       -2.308484e-04  9.987468e-04  8.815233e-04  6.961586e-04   
srv_diff_host_rate   3.170580e-03  8.577789e-04 -2.072398e-04  1.971450e-03   
dst_host_count       2.078195e-03  1.125268e-03  1.114386e-04 -7.610948e-04   
dst_host_srv_count  -2.346502e-03 -1.365365e-03  4.534900e-04 -1.565237e-03   
...                           ...           ...           ...           ...   
service__remote_job  9.257931e-05  9.761686e-05 -1.481805e-04 -1.969134e-05   
service__rje         9.243173e-05  1.075675e-04 -1.425971e-04  5.065330e-05   
service__shell       7.067317e-05  1.936736e-04  1.291875e-04 -1.110070e-04   
service__smtp       -6.285406e-04  3.029124e-02 -1.287904e-02 -2.129304e-02   
service__sql_net    -3.953870e-05 -1.087122e-04 -3.376592e-04  1.914882e-04   
service__ssh         1.422459e-05  4.044248e-04  5.630349e-04  4.762867e-04   
service__sunrpc      4.571465e-04  2.077128e-03  2.194456e-03 -9.929971e-04   
service__supdup     -5.825572e-05  3.339075e-04 -9.937952e-04  3.831444e-04   
service__systat      2.150306e-04  1.613930e-04 -9.623643e-04  1.906289e-04   
service__telnet      3.455392e-02 -8.847048e-03 -3.453139e-02 -1.946646e-02   
service__tftp_u      2.947862e-05  4.043869e-05 -3.082790e-05  1.019978e-05   
service__tim_i       1.813080e-05 -1.428137e-05 -2.549249e-06  2.035807e-05   
service__time        2.793447e-03  4.425777e-03  2.861199e-03 -4.799140e-04   
service__urh_i      -2.558140e-05  3.227467e-05  2.526952e-05  5.581075e-05   
service__urp_i       8.776606e-04  2.318280e-03 -4.529968e-03  3.854118e-03   
service__uucp       -3.457394e-04  6.027048e-03  9.737550e-03 -1.334517e-03   
service__uucp_path   3.337858e-04  9.436063e-05 -1.576576e-03  3.221883e-04   
service__vmnet       2.958988e-04  1.038900e-04 -1.306970e-03  2.584154e-04   
service__whois       3.595434e-04  3.886583e-04 -1.561228e-03  5.301567e-04   
flag__OTH            6.616206e-04 -1.668470e-04 -9.091006e-04 -5.169436e-04   
flag__REJ            2.811015e-03 -8.294983e-03  7.905165e-03 -5.032766e-03   
flag__RSTO           1.114489e-02  2.541738e-02  4.665920e-02 -1.860061e-02   
flag__RSTOS0         1.023461e-03 -1.182314e-04  1.145359e-03 -1.298862e-03   
flag__RSTR          -1.419562e-02 -1.997941e-02 -5.481731e-02  2.624078e-02   
flag__S0             1.244396e-03  9.639113e-03 -2.299552e-02  2.604939e-03   
flag__S1            -2.171298e-03 -2.625637e-03  5.751309e-03  1.068305e-03   
flag__S2             3.239101e-04 -1.252582e-03  1.478263e-03  8.712789e-05   
flag__S3            -1.137072e-04 -2.413691e-04  5.710197e-04 -1.049112e-04   
flag__SF            -1.974465e-03 -1.512773e-03  4.336978e-03  1.633959e-03   
flag__SH             1.245789e-03 -8.646583e-04  1.087464e-02 -6.081020e-03   

                             PC42          PC43          PC44          PC45  \
duration            -1.793316e-04  3.945674e-04  2.154087e-04  5.733205e-06   
src_bytes            5.612669e-04  2.185646e-03  3.536576e-03  2.457471e-03   
dst_bytes           -5.461902e-04 -8.966957e-05 -1.296878e-03 -1.238013e-03   
land                 8.337763e-04 -1.015062e-04 -3.689192e-05  3.330651e-05   
wrong_fragment      -7.777479e-05  2.280356e-03 -1.364487e-03 -6.548523e-04   
urgent               3.189153e-05 -9.056142e-05 -4.934065e-07 -3.178283e-05   
hot                  3.057011e-04 -2.131287e-03 -1.279815e-03 -4.047270e-03   
num_failed_logins    9.847311e-05 -1.236835e-04 -8.090459e-06 -7.599985e-05   
logged_in            1.518310e-02 -2.400174e-02 -3.352199e-03 -6.188457e-03   
num_compromised     -4.904419e-04 -2.926962e-04 -6.796274e-05  1.300316e-05   
root_shell          -1.832623e-04 -2.654161e-04 -2.078747e-04 -4.368174e-04   
su_attempted        -5.243152e-04 -8.890197e-05  8.835716e-05  1.130936e-04   
num_root             1.456795e-04  5.660273e-04  1.244895e-04  9.985575e-05   
num_file_creations  -1.540686e-04  1.176434e-04 -5.656084e-05  5.387644e-05   
num_shells           1.020755e-04  1.261367e-05  4.913453e-05  6.990792e-05   
num_access_files     1.890543e-04 -1.445296e-04 -1.832411e-05 -5.445918e-05   
num_outbound_cmds    8.228859e-18  4.275933e-17 -1.064903e-18  6.396353e-18   
is_host_login        2.281207e-05  8.823567e-06  3.731534e-06  4.473207e-06   
is_guest_login       2.418864e-04  3.622389e-03  9.884502e-04  7.777352e-03   
count                3.492904e-04 -2.490240e-03 -3.277499e-04 -5.442129e-04   
srv_count           -1.599141e-04 -1.101459e-04  1.759017e-03  8.488500e-04   
serror_rate         -6.336418e-03 -3.363814e-03  6.833129e-04 -2.141775e-04   
srv_serror_rate      1.941733e-02 -1.840400e-03  1.683965e-03 -6.202195e-04   
rerror_rate          5.207804e-02  7.941985e-03  6.398969e-04 -3.259491e-04   
srv_rerror_rate     -4.861150e-02 -1.623192e-02 -2.200362e-04 -1.762650e-03   
same_srv_rate       -3.499266e-03 -8.016347e-04  2.779382e-03  3.122746e-03   
diff_srv_rate       -1.145833e-03 -7.295035e-04  1.219034e-03  1.306987e-03   
srv_diff_host_rate   4.952361e-04  6.294158e-05  5.452979e-04  5.260097e-04   
dst_host_count      -5.016959e-05  9.278343e-04 -3.313223e-04  2.013356e-05   
dst_host_srv_count  -7.595007e-04 -1.167859e-03  1.601495e-03  2.866385e-04   
...                           ...           ...           ...           ...   
service__remote_job -2.080429e-05 -2.529397e-04  7.964661e-05  7.027553e-05   
service__rje         1.840718e-05 -2.386429e-04  1.202710e-04  1.263869e-04   
service__shell       3.390303e-04  3.174299e-04  2.001702e-04  2.360605e-04   
service__smtp       -3.562674e-03 -9.618445e-03 -1.583094e-02 -1.771046e-02   
service__sql_net    -2.288942e-04 -3.201239e-04  3.818772e-04  4.500557e-04   
service__ssh        -9.309034e-05 -6.748660e-04  4.556784e-04  5.099452e-04   
service__sunrpc     -4.895723e-04  4.864765e-04  3.626394e-04  2.046366e-04   
service__supdup     -9.726306e-05 -1.629498e-03  8.286722e-04  9.926772e-04   
service__systat      1.450997e-04 -1.551098e-03  5.190012e-04  5.385256e-04   
service__telnet      6.375260e-03 -5.498456e-03 -7.889710e-03 -9.156341e-03   
service__tftp_u      2.331075e-05 -1.085324e-04  2.649182e-05 -6.259626e-07   
service__tim_i      -2.476100e-06  1.796646e-05 -1.550560e-05 -6.925554e-06   
service__time       -3.786328e-03  6.429267e-03  3.089047e-03  6.733734e-03   
service__urh_i      -1.736755e-05 -3.045199e-05 -3.921857e-05 -2.784471e-05   
service__urp_i      -4.534066e-04 -3.268264e-03 -7.068220e-03 -6.483606e-03   
service__uucp       -5.281569e-03  8.003425e-03  2.954738e-03  5.480232e-03   
service__uucp_path   1.137396e-04 -3.203851e-03  1.339021e-03  1.862261e-03   
service__vmnet       1.275054e-04 -2.522010e-03  8.486692e-04  9.969110e-04   
service__whois       1.806156e-04 -3.426139e-03  1.328789e-03  1.885108e-03   
flag__OTH           -1.000559e-03  1.636249e-03 -5.710071e-05  5.872375e-04   
flag__REJ            8.616154e-04  4.010575e-03 -6.512555e-04  1.255697e-03   
flag__RSTO          -8.864310e-03  1.394431e-02 -2.000702e-03 -1.496108e-03   
flag__RSTOS0        -2.459470e-03 -2.332108e-04 -2.817695e-04 -2.646376e-04   
flag__RSTR           4.106118e-03 -1.938544e-02  2.587475e-03  6.885675e-04   
flag__S0             1.582580e-03  4.904713e-03 -5.066379e-03 -1.908663e-03   
flag__S1             4.797519e-03 -3.613125e-03  1.649467e-03  7.671065e-04   
flag__S2             2.259120e-03 -5.006822e-04  4.199629e-04 -1.771389e-04   
flag__S3             6.582272e-04 -1.889563e-04  1.558179e-04  3.741156e-05   
flag__SF             2.302516e-03 -2.948168e-03  1.246583e-03 -1.142441e-03   
flag__SH            -4.243356e-03  2.373736e-03  1.997902e-03  1.652969e-03   

                             PC46          PC47          PC48          PC49  \
duration             1.165542e-04  2.085209e-04  3.774608e-04  3.001251e-04   
src_bytes           -2.237230e-03 -5.857033e-04 -7.412459e-04 -7.228641e-04   
dst_bytes            9.900765e-04 -5.442694e-05 -6.842325e-05 -3.124873e-04   
land                -2.437651e-05  4.709629e-05 -1.637578e-05 -4.309546e-05   
wrong_fragment       6.930741e-04 -1.926515e-04 -1.374363e-04  3.570118e-06   
urgent               2.014017e-05 -5.444303e-06 -6.011022e-06 -2.218623e-06   
hot                  3.929070e-03  2.669929e-03  3.392706e-03  2.175531e-03   
num_failed_logins    5.827300e-05  3.004683e-05  3.566296e-05  2.014320e-05   
logged_in            3.413860e-03  1.895096e-03  1.840324e-03 -1.133187e-03   
num_compromised     -5.287733e-05 -1.670403e-04 -1.316861e-04 -1.112342e-04   
root_shell           4.271763e-04  3.749302e-04  3.974213e-04  2.446313e-04   
su_attempted        -1.546592e-04 -3.189679e-04 -3.529615e-04 -1.417738e-04   
num_root            -4.249465e-05  2.159871e-05  1.412570e-06  5.692031e-05   
num_file_creations  -5.008879e-05 -7.189714e-05 -7.555151e-05 -5.128850e-05   
num_shells          -6.811096e-05 -4.570047e-05 -5.095103e-05 -3.045434e-05   
num_access_files     4.230330e-05  4.983850e-05  4.602957e-05  2.507326e-05   
num_outbound_cmds   -9.034486e-18  1.050198e-17  1.000601e-17  2.080158e-18   
is_host_login       -3.148829e-06 -3.476704e-07 -1.565320e-06 -4.566235e-07   
is_guest_login      -7.846979e-03 -6.334393e-03 -8.386313e-03 -5.207091e-03   
count               -2.265009e-04  9.613477e-04  9.823366e-04 -6.561596e-04   
srv_count           -4.098568e-04 -7.461411e-04 -9.997813e-04  3.970246e-04   
serror_rate         -3.946938e-04 -1.927665e-03 -2.611855e-03 -5.528285e-05   
srv_serror_rate      6.684421e-04  1.436006e-03  1.859992e-03  1.107589e-03   
rerror_rate          3.925958e-04 -1.944107e-04 -1.125879e-03  3.782084e-04   
srv_rerror_rate      5.623212e-04 -4.193298e-04  5.424500e-04 -8.026912e-04   
same_srv_rate       -2.061455e-03  1.892714e-03  2.353095e-03  6.663987e-04   
diff_srv_rate       -9.096813e-04  4.121821e-04  6.081716e-04  3.402730e-04   
srv_diff_host_rate  -3.943907e-04  9.859012e-06 -6.704300e-05  1.033262e-04   
dst_host_count       4.664343e-06 -1.688059e-04 -1.906664e-04 -7.015609e-05   
dst_host_srv_count  -2.763835e-04  3.897308e-04  5.843519e-04  3.699963e-04   
...                           ...           ...           ...           ...   
service__remote_job -2.195280e-04  3.901069e-05 -1.535030e-05 -2.602549e-05   
service__rje        -2.687601e-04  4.641046e-05 -1.736384e-05 -9.435252e-06   
service__shell      -1.971076e-04 -9.481637e-05  9.144521e-07  1.426710e-04   
service__smtp        1.290166e-02 -4.303361e-03 -3.627616e-03 -3.946930e-03   
service__sql_net    -8.973087e-04  3.983020e-05 -1.376990e-04  7.326163e-05   
service__ssh        -1.083001e-03  8.340591e-06  1.237118e-04  2.099002e-04   
service__sunrpc     -5.600832e-04 -1.117660e-03  8.773056e-04  7.903892e-04   
service__supdup     -3.474779e-03  2.766881e-04 -5.327595e-04 -1.708679e-04   
service__systat     -2.472349e-03  3.087455e-04 -2.837717e-04 -3.218885e-04   
service__telnet      6.366886e-03 -1.185093e-03 -2.626239e-03 -3.567693e-03   
service__tftp_u     -1.483065e-05  3.300356e-06 -1.984201e-06 -1.037789e-06   
service__tim_i       3.126416e-06 -1.736334e-05 -3.349588e-05 -8.652759e-06   
service__time       -6.423777e-03 -3.982454e-03  1.004940e-02  1.644520e-02   
service__urh_i       2.222305e-05 -4.805925e-06 -1.364101e-05  3.970786e-06   
service__urp_i       4.701133e-03 -6.944915e-03 -1.258911e-02 -1.214674e-03   
service__uucp       -4.928947e-03  6.850873e-02 -4.968935e-03 -1.356188e-02   
service__uucp_path  -8.905353e-03  2.258727e-03 -1.977779e-03 -6.017480e-03   
service__vmnet      -5.211621e-03  9.643375e-04 -6.388233e-04 -1.291342e-03   
service__whois      -9.062831e-03  1.906417e-03 -2.955181e-03 -6.281752e-03   
flag__OTH           -2.655231e-04  1.705985e-04  2.493459e-04  1.779141e-04   
flag__REJ           -1.655065e-03  2.778020e-03 -5.483399e-04 -7.717946e-04   
flag__RSTO           5.406296e-03 -4.102096e-03  4.251056e-03  2.918730e-03   
flag__RSTOS0         1.536218e-04 -8.253279e-04 -5.146198e-04  2.971740e-04   
flag__RSTR          -4.277562e-03  1.165784e-03 -4.248886e-03 -2.753635e-03   
flag__S0             1.675025e-03  5.400813e-03  5.812193e-03 -5.324892e-03   
flag__S1            -1.180654e-03 -1.233045e-03 -1.727360e-03  1.033915e-04   
flag__S2             2.145409e-04  2.103012e-04  3.693091e-04  6.591310e-04   
flag__S3            -4.126824e-05  3.375590e-06  3.402487e-05  7.492751e-05   
flag__SF             5.763274e-04 -8.757598e-04 -1.329307e-03  1.148492e-03   
flag__SH            -6.057402e-04 -2.692663e-03 -2.347417e-03  3.470561e-03   

                             PC50          PC51          PC52          PC53  \
duration             4.725559e-04 -1.168014e-04  1.894604e-04  2.808567e-04   
src_bytes           -1.081787e-03  4.233310e-04 -7.817312e-04 -1.307530e-03   
dst_bytes           -5.659656e-04  2.158758e-04 -3.516407e-04 -5.382279e-04   
land                -7.153229e-05 -3.792817e-06  1.658554e-05  5.405602e-05   
wrong_fragment      -3.922463e-05 -1.482982e-05  4.673098e-05  6.439875e-05   
urgent              -6.826247e-07 -5.700501e-06  1.457068e-05  2.946216e-05   
hot                  3.124909e-03 -4.660450e-04  4.022888e-04  2.855951e-04   
num_failed_logins    2.810873e-05 -1.754196e-06 -4.762434e-06 -1.287648e-05   
logged_in           -2.119742e-03  1.362750e-03 -2.983403e-03 -4.829279e-03   
num_compromised     -1.985324e-04  6.660260e-05 -1.217348e-04 -1.929166e-04   
root_shell           3.615977e-04 -6.741833e-05  8.093395e-05  1.000230e-04   
su_attempted        -1.939817e-04 -2.637188e-05  1.071101e-04  2.260185e-04   
num_root             1.056694e-04 -5.024774e-05  9.962060e-05  1.595154e-04   
num_file_creations  -8.770961e-05  2.311556e-05 -3.855634e-05 -5.959510e-05   
num_shells          -4.372666e-05  7.258970e-06 -8.076971e-06 -8.713343e-06   
num_access_files     4.318069e-05 -1.046848e-05  1.500195e-05  2.303916e-05   
num_outbound_cmds    2.383289e-17 -9.381949e-18  7.437864e-18  2.327535e-17   
is_host_login       -8.629098e-07  3.181652e-07 -7.714527e-07 -1.675081e-06   
is_guest_login      -7.439988e-03  8.586733e-04 -3.428079e-04  4.749887e-04   
count               -7.483139e-04  1.634226e-05  2.596438e-04  1.091461e-03   
srv_count            6.175916e-04 -3.170465e-04  5.103912e-04  5.353799e-04   
serror_rate          1.107817e-03 -1.705549e-03  4.156404e-03  7.298677e-03   
srv_serror_rate      1.287186e-03  1.227863e-04 -7.809333e-04 -1.704513e-03   
rerror_rate          1.411563e-03 -1.390214e-03  2.951621e-03  5.042613e-03   
srv_rerror_rate     -1.861236e-03  1.230261e-03 -2.468337e-03 -4.117008e-03   
same_srv_rate        7.406582e-04  2.443097e-04 -6.425210e-04 -9.314561e-04   
diff_srv_rate        4.063629e-04  7.764786e-05 -2.687801e-04 -5.178166e-04   
srv_diff_host_rate   2.136066e-04 -1.298608e-04  2.396417e-04  3.882320e-04   
dst_host_count      -1.290120e-04  8.779743e-06  3.520606e-05  7.196370e-05   
dst_host_srv_count   6.194605e-04 -8.160490e-05  1.105185e-05 -8.559429e-05   
...                           ...           ...           ...           ...   
service__remote_job  3.221001e-05 -1.155384e-05 -1.323952e-05 -4.389502e-05   
service__rje         5.833542e-05 -1.085211e-05 -2.930053e-05 -8.863660e-05   
service__shell       2.365780e-04 -4.761415e-05  3.686990e-05 -1.506632e-05   
service__smtp       -6.343109e-03  5.451667e-04  5.224967e-04  2.658219e-03   
service__sql_net     3.859786e-04 -6.428071e-05 -5.696491e-05 -3.024988e-04   
service__ssh         6.323705e-04 -9.408519e-05 -1.094391e-04 -4.204796e-04   
service__sunrpc      1.297955e-03 -9.653271e-05 -1.930180e-04 -6.008899e-04   
service__supdup      1.561925e-03 -4.220633e-04 -1.323957e-04 -1.003697e-03   
service__systat      7.712026e-04 -3.257137e-04  1.672750e-04  2.269778e-06   
service__telnet     -5.449500e-03  6.994522e-04 -4.735559e-05  1.289951e-03   
service__tftp_u      4.181558e-06 -2.304739e-06  1.464020e-06  9.408872e-07   
service__tim_i      -3.015360e-06 -1.775067e-05  4.181900e-05  7.697701e-05   
service__time        2.942622e-02 -7.438029e-03  8.237137e-03  7.788491e-03   
service__urh_i       1.417705e-05 -2.064536e-05  4.388109e-05  7.938074e-05   
service__urp_i       2.143998e-03 -8.988760e-03  2.027512e-02  3.689126e-02   
service__uucp       -1.705697e-02  1.105226e-04  4.470983e-03  1.302444e-02   
service__uucp_path   1.841724e-02 -3.561751e-02 -4.879038e-02  9.019972e-03   
service__vmnet       2.301502e-03 -1.020994e-03  3.743101e-04 -3.591216e-04   
service__whois       2.843507e-02  5.888245e-02 -5.027945e-03  7.381972e-03   
flag__OTH            2.274210e-04  1.106674e-05 -2.711032e-04 -3.879528e-04   
flag__REJ           -6.142789e-04  1.806892e-04 -4.330403e-04 -9.677183e-04   
flag__RSTO           2.233347e-03  6.938324e-04 -1.829768e-03 -3.503172e-03   
flag__RSTOS0         7.571259e-04 -4.591395e-04  1.149499e-03  1.988172e-03   
flag__RSTR          -2.665480e-03 -6.315082e-04  1.744960e-03  3.724736e-03   
flag__S0            -1.151147e-02  7.945132e-03 -1.623746e-02 -2.742061e-02   
flag__S1             8.334181e-04 -1.149297e-03  2.434520e-03  4.392818e-03   
flag__S2             1.181167e-03 -4.860588e-04  8.669791e-04  1.402989e-03   
flag__S3             1.388166e-04 -5.627605e-05  8.721011e-05  1.431841e-04   
flag__SF             2.785547e-03 -1.934596e-03  4.345968e-03  7.082873e-03   
flag__SH             6.634385e-03 -4.113845e-03  8.142231e-03  1.354468e-02   

                             PC54          PC55          PC56          PC57  \
duration             2.127515e-05  7.331777e-05  1.763205e-04  1.725549e-04   
src_bytes           -3.293740e-04 -2.940765e-04 -3.427704e-04 -3.587781e-04   
dst_bytes            1.212323e-04 -1.573159e-04  1.922723e-04 -6.183072e-05   
land                 7.627620e-05 -4.782045e-05  2.660287e-04  1.347579e-04   
wrong_fragment       1.436036e-04  6.895343e-05 -1.885304e-06  5.744034e-05   
urgent               1.303158e-06 -2.678112e-06 -1.336557e-05 -1.904812e-05   
hot                 -1.628681e-04  3.066054e-04  6.682395e-04  7.495227e-04   
num_failed_logins   -7.324346e-06 -3.000546e-06  3.845448e-06  3.991740e-06   
logged_in           -1.005700e-03 -1.589099e-03  4.485831e-04 -1.035197e-03   
num_compromised     -6.588255e-06  2.545721e-06 -5.418153e-05 -3.029061e-05   
root_shell           4.004276e-05 -3.562879e-05  1.830362e-04  1.338440e-04   
su_attempted         9.625955e-05 -9.994707e-05 -1.679873e-04 -1.510800e-04   
num_root             2.645060e-05  9.461992e-06  2.191651e-05  3.309254e-05   
num_file_creations   4.418104e-06  1.697622e-05 -8.407153e-06  6.073884e-06   
num_shells          -2.871310e-06 -5.132599e-06 -2.131198e-05 -1.838182e-05   
num_access_files    -1.296859e-05  2.907959e-06  7.959379e-07 -5.934078e-06   
num_outbound_cmds    5.105736e-18  6.171065e-18  1.435893e-17  1.405822e-17   
is_host_login        6.368746e-07 -6.769977e-07  1.336829e-06  1.643733e-06   
is_guest_login       7.003875e-04 -7.067290e-04 -1.886894e-03 -2.076514e-03   
count               -1.641792e-04 -7.760135e-04  1.276225e-03 -5.171836e-04   
srv_count            4.155460e-04  2.730738e-04 -1.401431e-04  6.199580e-04   
serror_rate          3.340431e-04  2.665680e-04 -3.561168e-03 -2.982070e-03   
srv_serror_rate     -1.245823e-04 -5.428987e-04  2.031376e-03  1.714059e-03   
rerror_rate          3.350134e-04 -1.658752e-04 -1.724771e-03 -1.646089e-03   
srv_rerror_rate     -5.034173e-04 -3.477320e-04  7.253537e-04  3.535809e-04   
same_srv_rate       -2.182671e-04 -2.490647e-04  2.217927e-03  1.096344e-03   
diff_srv_rate       -2.298177e-04  1.020502e-04  3.929286e-05  1.495519e-04   
srv_diff_host_rate   9.200600e-05 -3.167158e-05  2.409953e-04  1.844581e-04   
dst_host_count       7.180411e-05 -1.878150e-05  4.108307e-05  2.130781e-05   
dst_host_srv_count  -2.718973e-04 -1.931276e-04  2.512914e-05 -6.907668e-05   
...                           ...           ...           ...           ...   
service__remote_job -1.468706e-04 -1.052027e-04 -1.979413e-05 -2.925924e-05   
service__rje        -1.608086e-04 -1.044649e-04 -1.437255e-05  4.479062e-06   
service__shell      -5.002101e-05  7.242025e-05 -3.004415e-05  1.455848e-04   
service__smtp        1.270341e-03 -3.462838e-04 -3.646495e-03 -5.044982e-03   
service__sql_net    -5.909142e-04 -3.098667e-04 -2.217369e-04  7.461783e-05   
service__ssh        -7.736364e-04 -3.904678e-04  1.929914e-04  3.810423e-04   
service__sunrpc     -5.743567e-04  3.813707e-04  1.302257e-03  1.607049e-03   
service__supdup     -4.531263e-03 -3.608979e-03 -1.177015e-03 -5.282023e-04   
service__systat     -2.606334e-03 -2.170776e-03 -3.570657e-04 -7.067588e-04   
service__telnet      7.981879e-04 -7.371365e-04 -1.946725e-03 -3.550970e-03   
service__tftp_u     -1.306074e-05 -2.968092e-06 -2.208300e-05 -1.401699e-05   
service__tim_i       2.835707e-05 -9.074452e-06  5.005918e-05  2.450135e-05   
service__time       -1.306959e-02 -2.478893e-02 -2.550896e-02 -2.958983e-02   
service__urh_i       2.516239e-05 -6.904252e-06  5.035029e-05  2.486486e-05   
service__urp_i       1.224357e-02 -4.018057e-03  1.953346e-02  8.837207e-03   
service__uucp        1.927063e-03 -5.003483e-03 -3.335480e-04 -7.243681e-03   
service__uucp_path   2.986496e-02  1.002232e-02  3.415299e-04  1.542738e-03   
service__vmnet      -1.315667e-02 -2.270258e-02 -8.703516e-03  5.631330e-02   
service__whois       2.564466e-02  8.877271e-03  9.605847e-04  1.427204e-03   
flag__OTH            1.154753e-04  2.025089e-04  4.233675e-04  5.316591e-04   
flag__REJ           -6.829548e-04 -1.544048e-03 -4.410951e-05 -5.056644e-04   
flag__RSTO           2.298275e-03  3.260518e-03  4.648611e-03  5.043425e-03   
flag__RSTOS0         1.753863e-04  4.307128e-05 -7.439967e-04 -5.005557e-04   
flag__RSTR          -1.472096e-03 -1.755331e-03 -4.190770e-03 -4.248602e-03   
flag__S0            -2.836629e-03 -8.042817e-04  5.291313e-03  2.613448e-03   
flag__S1             2.928742e-04 -4.783753e-04 -1.523196e-03 -1.380275e-03   
flag__S2             1.452826e-05 -1.024288e-04 -3.020746e-04 -2.418610e-04   
flag__S3            -9.059019e-06 -6.791463e-05 -3.335298e-05 -4.933214e-05   
flag__SF             1.742546e-04  2.591592e-05 -2.543295e-03 -1.892092e-03   
flag__SH             1.929945e-03  1.220365e-03 -9.824963e-04  6.298509e-04   

                             PC58          PC59          PC60          PC61  \
duration             5.070946e-04  2.349366e-04 -5.149040e-05 -4.999146e-05   
src_bytes           -1.450347e-03 -3.181942e-04  1.772953e-04  1.059143e-04   
dst_bytes           -1.813294e-03 -3.827391e-04  7.541353e-05  1.076353e-04   
land                -6.706293e-04  4.429505e-05  1.632925e-05  1.170931e-05   
wrong_fragment      -2.331861e-04 -6.319202e-05  3.235371e-05  5.340732e-05   
urgent               4.550268e-05 -1.630729e-05  2.833275e-06  3.245984e-06   
hot                  8.223187e-04  7.860571e-04 -1.521481e-04 -1.485466e-04   
num_failed_logins   -3.463913e-05  3.679496e-06  3.480091e-06  1.813325e-06   
logged_in           -9.768223e-03 -1.898614e-03  5.259394e-04  4.327528e-04   
num_compromised     -1.504970e-04 -6.180566e-05  2.251251e-05  2.568288e-05   
root_shell          -1.400423e-05  1.456638e-04 -4.362285e-05 -4.994502e-05   
su_attempted         4.248991e-04 -8.137337e-05  2.812490e-05  2.166702e-05   
num_root             1.575524e-04  6.104286e-05 -1.149078e-05 -1.360802e-05   
num_file_creations  -6.106749e-05 -1.136726e-05  5.293730e-06  7.386349e-06   
num_shells           1.323090e-06 -1.609767e-05  4.173403e-06  4.293657e-06   
num_access_files     2.176617e-05 -2.907225e-06 -2.937546e-06 -3.001883e-06   
num_outbound_cmds    4.147863e-17  1.688365e-17 -8.370370e-18 -2.880077e-19   
is_host_login       -9.640791e-06  8.402695e-07  3.996174e-07  3.035426e-07   
is_guest_login      -6.799430e-04 -2.164800e-03  3.489133e-04  3.649489e-04   
count                2.123257e-04 -1.490786e-04 -9.962994e-05 -2.435314e-04   
srv_count           -1.044661e-03  3.288875e-04  5.675024e-05  1.187285e-04   
serror_rate          1.657378e-02 -9.454805e-04 -1.048594e-03 -1.036597e-03   
srv_serror_rate     -8.688346e-03  9.023724e-04  8.644950e-04  7.849532e-04   
rerror_rate          8.516964e-03 -5.406977e-04 -3.625383e-04 -4.747643e-04   
srv_rerror_rate     -7.313813e-03 -5.328432e-04  4.940928e-04  5.716587e-04   
same_srv_rate       -2.656349e-03  9.254270e-04 -1.523828e-04 -1.364840e-04   
diff_srv_rate        4.894553e-04  2.247832e-04 -6.875684e-05 -1.133414e-05   
srv_diff_host_rate  -2.740507e-04  1.679884e-04 -2.489409e-05 -2.787931e-05   
dst_host_count      -2.048914e-04 -2.587959e-05 -8.681679e-06  3.032963e-05   
dst_host_srv_count  -5.169391e-04  2.245025e-05  5.690138e-05 -1.172235e-05   
...                           ...           ...           ...           ...   
service__remote_job -5.583687e-05  1.474355e-04 -2.936906e-05 -9.437993e-05   
service__rje        -1.618941e-04  1.848826e-04 -3.028704e-05 -1.016309e-04   
service__shell       2.172683e-04  2.355334e-04 -4.753558e-05 -5.427372e-05   
service__smtp        6.483663e-03 -5.626809e-03  1.098013e-03  1.292282e-03   
service__sql_net    -2.526754e-04  8.587379e-04 -1.485808e-04 -3.961740e-04   
service__ssh        -7.498790e-04  1.406435e-03 -2.534297e-04 -6.088831e-04   
service__sunrpc      4.179004e-04  2.570077e-03 -4.907614e-04 -6.768622e-04   
service__supdup     -1.268042e-03  1.234408e-02 -4.973225e-03 -2.458477e-02   
service__systat      3.209141e-04  4.298727e-03 -1.134882e-03 -3.417355e-03   
service__telnet      1.801891e-03 -4.088947e-03  7.197344e-04  7.799593e-04   
service__tftp_u      5.168477e-05  1.423305e-06 -2.122644e-06 -5.629466e-06   
service__tim_i      -8.323867e-05  1.395713e-05  7.637291e-07 -1.840568e-06   
service__time       -1.889510e-02 -2.413456e-02  3.434495e-03  3.417016e-03   
service__urh_i      -6.542258e-05  1.416981e-05 -1.499153e-06 -2.670196e-06   
service__urp_i      -2.924885e-02  3.968741e-03  3.153612e-04 -1.532071e-04   
service__uucp        1.069546e-03 -6.521320e-03  5.651671e-04  3.077522e-04   
service__uucp_path   9.309156e-04 -7.504198e-03  1.193717e-03  2.930840e-03   
service__vmnet       6.094038e-03 -2.528873e-02  2.538323e-03  5.705482e-03   
service__whois       3.724595e-04 -7.174305e-03  1.128918e-03  2.803994e-03   
flag__OTH           -7.583300e-04  3.702432e-04 -6.582308e-05 -2.234764e-05   
flag__REJ           -5.433891e-03  4.934472e-05  1.598704e-04 -3.918503e-04   
flag__RSTO          -4.666874e-03  1.493889e-03  1.459906e-04  9.835698e-04   
flag__RSTOS0         3.923107e-03  1.403402e-04 -2.195137e-04  7.596066e-05   
flag__RSTR           8.059326e-03 -1.618742e-03 -5.345993e-05 -5.911284e-04   
flag__S0            -3.883041e-02 -2.498215e-03  1.277357e-03  1.346766e-03   
flag__S1             6.448806e-03 -3.232534e-04  2.054160e-05 -8.900631e-05   
flag__S2             2.325171e-03  1.293914e-04 -1.185322e-04 -1.313877e-04   
flag__S3             7.438277e-05 -1.036995e-05  1.269509e-05  7.508263e-06   
flag__SF             1.202776e-02 -1.944882e-04 -4.971673e-04 -5.409450e-04   
flag__SH             1.683095e-02  2.461860e-03 -6.619586e-04 -6.471394e-04   

                             PC62          PC63          PC64          PC65  \
duration             7.043687e-07 -2.119605e-05 -7.571445e-05 -3.092801e-05   
src_bytes            4.523141e-06  5.136211e-05  8.528299e-05  7.501698e-05   
dst_bytes            2.041081e-05  2.782409e-05  8.806292e-05 -2.135659e-05   
land                -8.921451e-06 -7.428470e-06  2.281792e-06  6.992316e-06   
wrong_fragment      -1.844549e-05 -6.525622e-05  2.692815e-05  4.939919e-05   
urgent               5.075860e-07  1.002672e-06  3.153658e-06 -6.179108e-06   
hot                  2.098378e-06 -5.546962e-05 -2.330091e-04 -6.469888e-05   
num_failed_logins   -1.572154e-06 -1.755794e-06  6.990525e-07  5.096672e-06   
logged_in           -6.599112e-07  1.836209e-04  4.532776e-04  5.628367e-05   
num_compromised     -6.743394e-06 -1.524386e-05  1.105519e-05  6.952961e-06   
root_shell          -2.782036e-06  2.397430e-05 -3.539354e-05 -8.246649e-06   
su_attempted        -1.490543e-05 -1.370080e-05  1.772357e-05  6.182232e-06   
num_root             3.039303e-06  3.330946e-06 -9.831454e-06  1.816951e-06   
num_file_creations  -2.954282e-06 -5.425365e-06  4.254299e-06  5.818827e-06   
num_shells          -5.261232e-07 -2.108441e-06  4.170016e-06  2.289951e-06   
num_access_files     1.083964e-06  2.919540e-06 -1.205857e-07 -2.739459e-06   
num_outbound_cmds    5.515732e-18 -1.579535e-17 -1.462165e-17  9.988140e-18   
is_host_login       -1.177741e-07 -5.476512e-07  5.810679e-07  1.388954e-06   
is_guest_login      -9.919370e-06  1.760297e-04  7.252006e-04  1.179304e-04   
count                8.198824e-05  3.929654e-04 -3.427368e-04 -5.935191e-04   
srv_count           -6.310386e-05 -2.169879e-04  1.861770e-04  3.682415e-04   
serror_rate          1.088794e-03  2.047312e-03 -3.460894e-04 -2.385162e-03   
srv_serror_rate     -1.007481e-03 -2.006210e-03  3.017810e-04  2.482286e-03   
rerror_rate          4.489968e-04  1.052001e-03 -1.992028e-04 -1.150426e-03   
srv_rerror_rate     -3.284965e-04 -9.205205e-04  3.168015e-04  1.025040e-03   
same_srv_rate        6.157797e-06  1.532084e-04 -2.962785e-04 -3.374438e-04   
diff_srv_rate       -2.389766e-05 -2.484649e-05 -6.085201e-05 -3.332218e-05   
srv_diff_host_rate  -5.409476e-06  3.536211e-06 -2.070717e-05  1.814075e-05   
dst_host_count       9.388851e-07 -4.070527e-06  1.468977e-05  7.659244e-06   
dst_host_srv_count  -3.834218e-06  2.011682e-05 -2.004765e-05 -2.601013e-06   
...                           ...           ...           ...           ...   
service__remote_job  9.124754e-06  1.018266e-04 -2.852809e-05  5.098339e-05   
service__rje         7.623267e-06  1.026715e-04 -2.321363e-05  7.532402e-05   
service__shell       2.071280e-06 -1.281086e-06 -5.847589e-05  4.600659e-05   
service__smtp        4.940932e-05 -3.836079e-04  5.251569e-04 -1.136612e-03   
service__sql_net     1.784103e-05  3.621404e-04 -9.367272e-05  4.476055e-04   
service__ssh         2.537703e-05  4.816806e-04 -3.667435e-04  4.822003e-04   
service__sunrpc      1.263305e-05 -3.084834e-04 -1.743400e-03 -5.581744e-06   
service__supdup      4.716941e-02 -2.973927e-02  6.799524e-03 -8.425105e-03   
service__systat      3.705506e-04  4.605776e-03 -1.927903e-03  3.107664e-03   
service__telnet      7.763226e-05  6.747386e-05  6.129914e-04 -7.034499e-04   
service__tftp_u      5.145852e-07  4.219955e-06 -3.359027e-07  2.688514e-06   
service__tim_i       7.145250e-07  2.911979e-06 -1.939378e-06 -1.246717e-07   
service__time        5.638965e-05  7.823272e-04  4.176351e-03 -3.101554e-04   
service__urh_i       4.208466e-07  1.896410e-06 -2.999099e-06 -2.839583e-06   
service__urp_i      -6.208407e-06  3.364850e-04 -5.627778e-04 -7.459834e-04   
service__uucp        2.130927e-04  1.613993e-03  1.493312e-03 -1.249590e-03   
service__uucp_path  -2.594240e-04 -2.509899e-03  9.291410e-04 -1.202744e-03   
service__vmnet      -4.778251e-04 -4.265685e-03  1.531209e-03 -1.819767e-03   
service__whois      -2.323236e-04 -2.391682e-03  8.618025e-04 -1.227247e-03   
flag__OTH           -4.176469e-05 -9.368727e-05 -5.536006e-05  6.258197e-05   
flag__REJ            6.503152e-05  1.000134e-03  8.363164e-04  7.284691e-04   
flag__RSTO          -1.952269e-04 -2.535390e-03 -1.598871e-03 -8.621378e-04   
flag__RSTOS0         3.535697e-05  7.102172e-05 -1.078054e-04 -5.540805e-05   
flag__RSTR           2.135019e-05  1.372800e-03  8.399188e-04  2.169947e-04   
flag__S0            -4.155182e-05  3.630900e-04  8.206863e-04  2.537573e-04   
flag__S1            -1.493975e-04 -1.214841e-04  6.304480e-05  6.664627e-05   
flag__S2             6.252112e-05  1.039617e-04 -1.200355e-04 -2.287270e-04   
flag__S3            -1.276166e-05 -1.799804e-05 -3.639527e-06  4.145489e-06   
flag__SF             3.674373e-04  4.967086e-04 -6.086124e-05 -1.966219e-04   
flag__SH            -1.109946e-04 -6.391567e-04 -6.133932e-04  1.029994e-05   

                             PC66          PC67          PC68          PC69  \
duration            -6.897054e-05  3.112999e-04  2.768864e-04  9.209920e-05   
src_bytes            1.342764e-04 -5.025823e-04 -3.986901e-04 -1.529789e-04   
dst_bytes            4.544444e-05 -1.249887e-03 -7.831110e-04 -1.895919e-04   
land                 6.604062e-07  1.402525e-04  5.331559e-05  1.194147e-05   
wrong_fragment       6.834593e-06  5.152354e-04  1.500253e-04  1.858895e-05   
urgent               5.765615e-07  1.392704e-05 -4.703907e-06  6.766583e-06   
hot                 -2.695790e-04 -2.871012e-05  3.436270e-04  1.515034e-04   
num_failed_logins    3.114424e-07  3.481194e-05  1.488247e-05  7.912719e-07   
logged_in            3.106579e-04 -2.175723e-03 -1.721696e-03 -4.886474e-04   
num_compromised     -6.744651e-06 -2.941101e-06 -2.288645e-05 -7.245864e-06   
root_shell          -1.293094e-05 -1.094734e-05  6.710138e-05  2.084355e-05   
su_attempted         8.648157e-06  3.823999e-04  1.332967e-04  3.747446e-05   
num_root            -1.549827e-06  3.372690e-05  3.333471e-05  6.790801e-06   
num_file_creations  -7.131032e-07  2.577569e-05  5.101967e-06 -4.646905e-07   
num_shells           3.449238e-06  2.747568e-05  4.851698e-06  4.684751e-08   
num_access_files     1.232103e-06 -3.387082e-06 -1.538311e-06  1.459964e-06   
num_outbound_cmds   -1.118761e-17  1.746365e-17  2.607985e-17  2.460089e-18   
is_host_login        1.080453e-06  7.998131e-06  2.414181e-06 -4.520514e-07   
is_guest_login       8.707647e-04  3.914601e-04 -9.459109e-04 -4.512827e-04   
count               -4.049441e-04 -3.766832e-04  4.900435e-04  6.447972e-04   
srv_count            2.612182e-04  2.393621e-04 -2.446471e-04 -3.895092e-04   
serror_rate         -3.923234e-04 -3.112896e-02 -1.299064e-02 -2.271862e-03   
srv_serror_rate      4.586108e-04  3.644930e-02  1.556589e-02  3.176136e-03   
rerror_rate         -1.467990e-04 -1.394550e-02 -5.971552e-03 -9.549359e-04   
srv_rerror_rate      1.301381e-04  1.348810e-02  5.583403e-03  1.155982e-03   
same_srv_rate       -4.254835e-04 -3.019492e-03 -8.028412e-04 -2.054916e-05   
diff_srv_rate       -1.043230e-04 -3.125795e-04 -1.118249e-07  9.319731e-06   
srv_diff_host_rate  -2.429671e-06  4.214960e-05  6.255151e-05 -1.044656e-06   
dst_host_count       3.080497e-05 -1.374090e-04 -1.032235e-04 -4.250426e-05   
dst_host_srv_count  -1.331370e-06 -1.247167e-04 -4.050858e-06  3.559536e-06   
...                           ...           ...           ...           ...   
service__remote_job  6.921240e-05 -1.490174e-04  1.005437e-04 -4.048517e-05   
service__rje         9.094832e-05 -1.670009e-04  9.691346e-05 -6.965330e-05   
service__shell      -3.153176e-05 -4.134044e-04 -3.911305e-05 -7.267155e-05   
service__smtp       -6.054103e-04  3.330230e-03 -2.220001e-04  1.207789e-03   
service__sql_net     4.108525e-04 -1.845995e-04  6.754742e-04 -3.584888e-04   
service__ssh         1.979418e-04 -1.033680e-03  1.122185e-03 -3.348886e-04   
service__sunrpc     -2.192093e-03 -2.445874e-03  3.184596e-03  1.059249e-03   
service__supdup     -5.572254e-03  3.976731e-03 -8.221507e-03  1.540231e-03   
service__systat      3.778167e-03 -5.305711e-03  2.362366e-02 -2.438156e-02   
service__telnet      1.808409e-04  2.303149e-03 -5.250991e-04  6.471625e-04   
service__tftp_u      4.240749e-06  2.725830e-05  1.931932e-05  2.634830e-06   
service__tim_i      -8.290430e-07 -2.676067e-05 -9.170783e-06 -2.821353e-06   
service__time        3.580969e-03  1.168761e-03 -5.828909e-03 -1.159697e-03   
service__urh_i      -4.156785e-06 -3.220261e-05 -8.141961e-06 -1.222225e-06   
service__urp_i      -6.116337e-04 -4.229630e-03 -1.462184e-03  1.219871e-04   
service__uucp        1.733672e-03  1.206800e-03 -1.743192e-03  3.955193e-04   
service__uucp_path  -1.185450e-03  1.021120e-03 -2.983621e-03  3.563024e-04   
service__vmnet      -1.763334e-03  1.436661e-03 -4.273836e-03  4.283726e-04   
service__whois      -1.166731e-03  1.012799e-03 -2.861444e-03  4.011557e-04   
flag__OTH           -1.982847e-05  1.324480e-04  1.349938e-04 -7.728398e-05   
flag__REJ            1.969687e-03 -1.201316e-03 -1.263824e-03 -1.250462e-03   
flag__RSTO          -3.616055e-03 -1.878660e-03  1.172667e-04  1.082679e-03   
flag__RSTOS0        -3.422029e-05  3.894567e-04  2.030907e-04  2.045966e-04   
flag__RSTR           1.668802e-03  3.948977e-03  1.428463e-03  3.483562e-05   
flag__S0             4.866644e-04 -1.440006e-02 -8.011109e-03 -2.396492e-03   
flag__S1             1.751375e-04  5.777461e-03  2.404843e-03  5.051798e-04   
flag__S2            -1.423733e-04 -1.788902e-03 -5.943309e-04 -4.175302e-05   
flag__S3            -5.709671e-06  2.362518e-04  9.794440e-05  1.562125e-05   
flag__SF             1.201594e-04  7.246123e-04  7.859538e-04  7.064187e-04   
flag__SH            -6.022633e-04  8.059732e-03  4.696708e-03  1.216660e-03   

                             PC70          PC71          PC72          PC73  \
duration             2.927567e-06  2.252728e-05  6.963967e-06  3.324561e-05   
src_bytes           -1.437705e-05 -1.403580e-05 -8.536019e-06 -2.361594e-05   
dst_bytes           -4.785473e-05 -9.974439e-05 -3.926487e-05 -5.473208e-05   
land                -4.442935e-06  6.594058e-06  1.579210e-05 -1.549518e-06   
wrong_fragment       1.063642e-05 -1.054165e-05 -1.396521e-05 -6.357005e-06   
urgent              -6.786737e-07  4.967796e-06  3.088895e-05 -1.239845e-05   
hot                 -1.443338e-05 -2.905441e-05 -1.272005e-04  7.211375e-05   
num_failed_logins    9.485505e-07  8.013511e-07 -3.268629e-06  1.850521e-06   
logged_in           -1.142953e-04 -7.476913e-05  1.570444e-04 -1.853030e-04   
num_compromised     -1.357193e-06 -1.351389e-05 -2.278445e-05 -1.191624e-06   
root_shell          -7.366606e-06  2.457863e-05  9.704685e-06  1.306659e-05   
su_attempted         2.180311e-06  1.979387e-05  3.453892e-05 -1.150580e-05   
num_root             4.296771e-06  4.386486e-06 -1.140172e-07  5.354602e-06   
num_file_creations   1.519723e-06 -2.670740e-06 -7.121373e-06  3.827175e-07   
num_shells           6.993399e-07  3.277600e-07  2.650726e-06 -1.547616e-06   
num_access_files    -3.266888e-07  2.656436e-06  8.394417e-06 -2.225501e-06   
num_outbound_cmds    6.154031e-18  7.394060e-18  3.744143e-18  4.427158e-18   
is_host_login        3.230365e-07 -2.073833e-08 -4.199312e-07  2.844066e-08   
is_guest_login       6.204772e-05  1.501284e-04  5.145342e-04 -2.737884e-04   
count               -1.047986e-04  3.074958e-04  6.784506e-04  2.766766e-05   
srv_count            6.460788e-05 -1.657653e-04 -4.118858e-04  3.108550e-06   
serror_rate         -4.207754e-04 -1.023275e-03 -8.425401e-04 -2.602939e-04   
srv_serror_rate      6.624017e-04  1.618596e-03  1.860912e-03  3.275279e-04   
rerror_rate         -2.606116e-04 -3.081242e-04 -1.424179e-04 -2.129064e-04   
srv_rerror_rate      2.975753e-04  4.267573e-04  6.040454e-04  1.346373e-04   
same_srv_rate       -1.356121e-04 -7.027248e-05  1.756142e-05  6.154803e-05   
diff_srv_rate        7.056007e-06 -3.428099e-05 -4.822268e-05  2.461670e-05   
srv_diff_host_rate   2.741395e-06  5.351689e-06 -2.075223e-05  1.517685e-05   
dst_host_count      -8.706446e-06 -1.397868e-05 -1.411837e-05  1.000909e-06   
dst_host_srv_count  -1.094353e-05  1.579510e-05 -4.247737e-06  1.257854e-05   
...                           ...           ...           ...           ...   
service__remote_job  1.424416e-05  9.345924e-05 -1.140453e-05  6.463414e-05   
service__rje         1.784657e-05  9.535323e-05 -3.731965e-05  7.218072e-05   
service__shell       7.643420e-06 -3.268172e-05 -1.819150e-04  6.372591e-05   
service__smtp       -1.259763e-04 -1.409377e-04  1.341513e-03 -6.906434e-04   
service__sql_net     1.337576e-04  4.098048e-04 -3.042465e-04  4.054270e-04   
service__ssh         1.320279e-04  5.445403e-04 -7.175630e-04  7.651089e-04   
service__sunrpc     -1.395281e-04 -5.080791e-04 -3.636494e-03  2.106092e-03   
service__supdup     -8.271815e-04 -2.956717e-03  8.744813e-04 -2.095327e-03   
service__systat     -4.172051e-02 -2.259893e-02  8.916244e-04 -7.242722e-03   
service__telnet     -6.953243e-05  1.341664e-04  1.411061e-03 -5.843577e-04   
service__tftp_u      2.189237e-06  6.294720e-06  2.367358e-06  2.064089e-06   
service__tim_i      -7.113839e-07 -1.316207e-08 -8.447160e-07  9.455311e-07   
service__time        1.467748e-05  2.439930e-04  2.762327e-03 -1.562859e-03   
service__urh_i      -1.123126e-06 -5.491691e-07 -1.147604e-06  7.878746e-07   
service__urp_i      -3.808195e-04 -9.706796e-05  1.627131e-04  5.180591e-06   
service__uucp       -6.401529e-05  1.011793e-03  3.195174e-03 -9.411831e-04   
service__uucp_path  -3.013840e-04 -1.467109e-03  9.680879e-05 -1.025653e-03   
service__vmnet      -4.031076e-04 -1.967173e-03  7.071115e-05 -1.318519e-03   
service__whois      -3.077361e-04 -1.407089e-03  1.715637e-04 -1.000312e-03   
flag__OTH           -2.363983e-05 -8.655551e-05 -2.458892e-04  4.636600e-05   
flag__REJ            1.390097e-04  7.890767e-04  7.645865e-04 -1.009643e-04   
flag__RSTO          -5.296372e-04 -2.085912e-03 -2.595093e-03  1.839593e-04   
flag__RSTOS0        -9.233607e-05 -6.222068e-05  6.611566e-06  1.456066e-04   
flag__RSTR           4.032460e-04  1.324534e-03  1.723614e-03 -2.115745e-04   
flag__S0            -5.059135e-04 -9.679638e-04 -1.115926e-03 -2.054872e-04   
flag__S1             4.933329e-05  3.455835e-04  4.929539e-04 -1.424417e-04   
flag__S2            -3.249345e-05 -8.838948e-05 -1.013137e-04 -3.391052e-06   
flag__S3            -4.648920e-06 -2.902646e-06 -1.011604e-05 -2.494765e-06   
flag__SF             3.038480e-04  6.682954e-04  1.270642e-03  8.202264e-05   
flag__SH             2.932320e-04  1.664548e-04 -1.900694e-04  2.083990e-04   

                             PC74          PC75          PC76          PC77  \
duration             3.382175e-05  1.764872e-05 -2.734246e-05  1.147456e-04   
src_bytes           -2.741903e-05 -3.550019e-06  1.237423e-04 -1.112495e-04   
dst_bytes           -8.909198e-05 -6.670477e-05  2.012975e-04 -7.433553e-05   
land                 2.627077e-06  2.383677e-05 -2.084581e-04 -1.666408e-04   
wrong_fragment      -9.662288e-06 -2.478650e-05  1.604430e-04  1.239285e-04   
urgent              -7.695313e-06  4.007414e-05  4.453335e-05  2.840028e-05   
hot                  3.008216e-05 -1.972857e-05  1.219832e-06  2.811719e-04   
num_failed_logins    9.647691e-07 -6.250489e-06  1.434747e-05  1.126536e-05   
logged_in           -2.255848e-04 -1.713198e-04  1.284563e-03  2.927105e-04   
num_compromised     -2.915863e-06 -2.479184e-06 -1.445735e-04 -1.143661e-04   
root_shell           8.677992e-06 -8.560900e-08  2.484446e-04  2.239930e-04   
su_attempted        -1.492366e-05 -3.399269e-05  4.327099e-04  3.472286e-04   
num_root             5.207926e-06 -8.107149e-07  2.956088e-05  3.217955e-05   
num_file_creations   2.786053e-06  7.556476e-06 -1.094894e-04 -8.261109e-05   
num_shells          -1.091779e-06 -7.254618e-07  1.228547e-05  6.480034e-06   
num_access_files    -1.239432e-06  2.998451e-06  3.349146e-05  2.469747e-05   
num_outbound_cmds    8.849415e-18  1.373172e-18  4.448146e-18  1.290290e-17   
is_host_login       -8.931012e-08 -7.204464e-07  4.705799e-06  2.214365e-06   
is_guest_login      -1.350469e-04 -1.431510e-05  1.115414e-03 -1.527749e-04   
count                1.442186e-04  2.901922e-04 -6.823051e-04  3.285235e-04   
srv_count           -6.907540e-05 -1.640019e-04  3.913265e-04 -2.109260e-04   
serror_rate         -3.702489e-04  5.500086e-04 -7.527657e-03 -6.885727e-03   
srv_serror_rate      1.500970e-03  1.735776e-03 -1.250507e-02 -7.365191e-03   
rerror_rate         -1.498110e-04  3.693330e-04 -3.421977e-03 -2.977548e-03   
srv_rerror_rate      6.405986e-04  9.136410e-04 -8.547923e-03 -5.767025e-03   
same_srv_rate       -4.963592e-05 -9.312115e-06 -1.053834e-03 -8.112961e-04   
diff_srv_rate       -1.205878e-05 -3.245330e-05 -1.291774e-04 -8.808955e-05   
srv_diff_host_rate   7.325837e-06 -5.844441e-06  6.107376e-05  4.900668e-05   
dst_host_count      -9.920122e-06 -1.608348e-05  8.768087e-05 -1.231218e-06   
dst_host_srv_count   1.872868e-05  2.296553e-05 -1.343706e-04 -7.541356e-05   
...                           ...           ...           ...           ...   
service__remote_job  9.267979e-05  6.559394e-05 -5.633624e-05 -8.416410e-05   
service__rje         9.837272e-05  6.244169e-05 -3.157294e-05 -1.090072e-04   
service__shell       2.659540e-05 -2.784332e-05  2.373423e-06 -2.920770e-05   
service__smtp       -4.358487e-04  1.267408e-04 -7.899085e-04  6.519114e-04   
service__sql_net     4.923880e-04  2.132929e-04  3.711844e-04 -2.315905e-04   
service__ssh         8.202521e-04  3.483795e-04 -9.120961e-05 -3.177245e-04   
service__sunrpc      1.300140e-03 -5.165402e-04 -2.390431e-03  4.665542e-03   
service__supdup     -2.237734e-03 -1.134148e-03  1.635807e-04  8.549158e-04   
service__systat     -6.270289e-03 -3.010273e-03  7.404663e-04  9.766227e-04   
service__telnet     -2.318670e-04  3.141133e-04 -1.016331e-03 -2.909670e-04   
service__tftp_u      5.163596e-06  3.839315e-06  4.647427e-06  8.085533e-06   
service__tim_i       6.030269e-07  6.840337e-07 -8.352632e-06 -9.693311e-06   
service__time       -8.715117e-04  1.524825e-04  1.099998e-03 -1.515644e-03   
service__urh_i       1.804710e-07  1.687490e-07 -1.710670e-05 -1.443534e-05   
service__urp_i      -1.687226e-04  5.942305e-05 -6.157303e-04 -2.771771e-04   
service__uucp       -1.971381e-04  7.281385e-04 -2.551271e-04 -7.037943e-04   
service__uucp_path  -1.249229e-03 -7.382615e-04  7.056346e-05  2.149437e-04   
service__vmnet      -1.594014e-03 -9.556204e-04  2.901468e-04  3.632038e-04   
service__whois      -1.213062e-03 -7.144457e-04  1.744824e-04  3.418397e-04   
flag__OTH           -1.683672e-04 -4.503520e-04  3.916321e-03  2.869567e-03   
flag__REJ            1.946601e-04  1.217892e-04  3.350057e-03  4.287545e-04   
flag__RSTO          -9.319710e-04 -1.570583e-03  2.096342e-03  4.146944e-03   
flag__RSTOS0         1.074866e-04  1.459648e-04 -4.429110e-04 -1.671068e-04   
flag__RSTR           3.223486e-04  4.486326e-04  3.596270e-03  2.143530e-03   
flag__S0            -5.925622e-04 -2.092277e-04 -3.240356e-03 -5.037543e-03   
flag__S1            -6.091505e-04 -1.773065e-03  1.967576e-02  1.513128e-02   
flag__S2            -1.186274e-04 -1.811295e-04  1.648512e-03  1.331516e-03   
flag__S3            -4.817849e-05 -1.158559e-04  1.123971e-03  8.521815e-04   
flag__SF             1.773004e-03  3.822088e-03 -3.452147e-02 -2.511472e-02   
flag__SH             7.135742e-05 -2.382619e-04  2.797508e-03  3.415594e-03   

                             PC78          PC79          PC80          PC81  \
duration             8.896695e-05  3.484145e-05 -3.101760e-05 -2.539139e-05   
src_bytes           -6.321910e-05 -5.842097e-05  2.274933e-05  5.013001e-05   
dst_bytes           -1.815553e-04 -3.619985e-05  7.023892e-05 -1.808823e-05   
land                -7.573123e-05  1.971381e-05  1.745594e-05 -7.438365e-06   
wrong_fragment       3.296467e-05 -2.709084e-05 -9.144942e-06  9.022383e-06   
urgent              -5.360542e-05  3.219767e-05  2.486085e-05 -5.142682e-07   
hot                  7.098292e-05  1.583388e-04  2.947655e-05 -8.601155e-05   
num_failed_logins    1.559093e-05 -6.530694e-06 -5.610644e-06  2.754779e-06   
logged_in            1.056725e-04 -2.941314e-04 -4.320548e-05  1.432278e-04   
num_compromised     -8.031118e-05  2.158453e-05  3.149889e-05 -6.930519e-06   
root_shell           1.547924e-04 -1.637603e-05 -5.378639e-05  1.391156e-05   
su_attempted         2.108303e-04 -7.282449e-05 -8.563557e-05  1.139488e-05   
num_root             2.962013e-05 -5.971515e-06 -1.054911e-05  2.154144e-06   
num_file_creations  -5.013951e-05  1.404118e-05  1.735624e-05 -1.051583e-06   
num_shells           2.855198e-06 -3.127685e-06 -1.409916e-06  6.848423e-07   
num_access_files     1.079350e-05 -2.244663e-06 -4.294338e-06  9.230055e-07   
num_outbound_cmds   -4.004394e-19  5.001563e-18  8.206566e-18  5.242903e-18   
is_host_login        1.634467e-06 -1.245534e-06 -3.648981e-07  8.145141e-07   
is_guest_login       2.998896e-04 -7.805058e-04 -3.123870e-04  3.870018e-04   
count                9.131797e-04 -9.797450e-06 -6.284634e-04 -2.251924e-04   
srv_count           -5.244633e-04  7.645433e-06  3.768480e-04  1.484617e-04   
serror_rate         -4.920260e-03  1.347943e-03  1.851818e-03 -6.573681e-04   
srv_serror_rate     -1.423566e-03  1.952276e-04 -4.767663e-04  5.950668e-04   
rerror_rate         -2.016240e-03  5.360631e-04  7.354870e-04 -4.566720e-04   
srv_rerror_rate     -2.217337e-03  4.462028e-04  2.499785e-04  3.050785e-04   
same_srv_rate       -4.470024e-04  3.630239e-04  1.910961e-04 -2.442872e-04   
diff_srv_rate       -1.459597e-04  1.054665e-04  7.771780e-05 -7.465641e-05   
srv_diff_host_rate   2.641922e-05  8.972738e-06  5.182448e-06  5.310449e-06   
dst_host_count      -1.214471e-05 -1.260608e-05  1.374410e-05  1.438463e-05   
dst_host_srv_count   1.075987e-05  2.603377e-05  1.291007e-06  1.270397e-05   
...                           ...           ...           ...           ...   
service__remote_job  1.689981e-04  9.053212e-06 -1.756257e-05  1.855135e-04   
service__rje         1.579152e-04  1.194881e-05  7.612453e-06  2.217616e-04   
service__shell      -1.178341e-04  1.375713e-04  1.633736e-04  4.612305e-05   
service__smtp        2.327472e-04 -5.547387e-04 -9.827247e-04 -9.281456e-04   
service__sql_net     8.474692e-04  5.753335e-05  1.282585e-04  1.389255e-03   
service__ssh         1.245938e-03  7.849021e-04  5.387274e-04  2.462388e-03   
service__sunrpc     -3.228006e-04  1.085681e-02  7.461857e-03  4.661319e-02   
service__supdup     -3.059647e-03 -3.088589e-04  7.516755e-05 -2.269000e-03   
service__systat     -7.196380e-03 -3.258022e-04  8.182501e-04 -3.332941e-03   
service__telnet      2.992248e-04 -8.002012e-04 -9.703236e-04 -4.657877e-04   
service__tftp_u      1.605646e-05 -2.845171e-06 -5.563390e-06  8.004982e-06   
service__tim_i      -3.526781e-06  1.431766e-06  2.063472e-06  1.947193e-06   
service__time       -2.091857e-05 -2.425641e-03 -1.288309e-03  1.025806e-04   
service__urh_i      -7.799081e-06  5.104273e-06  4.479412e-06 -4.603030e-07   
service__urp_i       8.414341e-06  1.580838e-04 -1.021104e-04 -3.178274e-04   
service__uucp        1.778008e-03 -1.997992e-03 -2.052780e-03 -2.245723e-05   
service__uucp_path  -2.274773e-03 -9.118761e-05  3.157046e-04 -1.523696e-03   
service__vmnet      -2.769118e-03 -1.170240e-04  3.998708e-04 -1.767724e-03   
service__whois      -2.099926e-03 -1.221800e-04  2.386532e-04 -1.510204e-03   
flag__OTH            1.282594e-03 -2.354685e-04 -2.300209e-04  1.577751e-04   
flag__REJ            1.998363e-03 -1.545248e-03 -8.092417e-04  1.479210e-03   
flag__RSTO          -2.144189e-03  2.489558e-03  1.856389e-03 -2.429554e-03   
flag__RSTOS0        -2.104196e-04  1.406859e-05 -7.994367e-05 -2.233106e-04   
flag__RSTR           3.580508e-03 -1.789466e-03 -1.871877e-03  1.096370e-03   
flag__S0            -4.077544e-03  6.874829e-04  1.734392e-03  9.442910e-05   
flag__S1             8.796174e-03 -2.619715e-03 -2.988235e-03  4.538776e-04   
flag__S2             4.712119e-04  1.453429e-05 -4.264628e-05 -1.864667e-04   
flag__S3             4.169105e-04 -9.435448e-05 -1.051598e-04 -6.963925e-06   
flag__SF            -1.159616e-02  2.771339e-03  2.693163e-03 -9.027970e-05   
flag__SH             1.482547e-03  3.072687e-04 -1.568189e-04 -3.450864e-04   

                             PC82          PC83          PC84          PC85  \
duration             2.397108e-05  4.845696e-06  2.198202e-05  2.203546e-05   
src_bytes           -2.781158e-05  1.143060e-05 -1.897679e-05  1.247264e-05   
dst_bytes           -2.689601e-05  1.036061e-05 -5.091914e-05 -7.695985e-05   
land                -1.891163e-06  3.055329e-06 -1.284382e-06 -3.207868e-05   
wrong_fragment       5.628280e-07 -1.267180e-05 -2.081958e-06 -3.114612e-06   
urgent               1.068032e-05  1.925125e-06  4.366115e-06  2.116708e-06   
hot                  1.410425e-04  2.919940e-05  8.052451e-05  7.433055e-05   
num_failed_logins   -1.395694e-06 -1.211788e-06 -3.978597e-07  3.988220e-07   
logged_in           -2.282598e-04 -5.065350e-05 -1.656452e-04 -4.179123e-04   
num_compromised      1.605240e-05  1.969190e-06  6.569904e-06 -1.488295e-06   
root_shell          -3.183938e-06 -2.019381e-06 -4.215204e-06  1.600322e-05   
su_attempted        -3.493618e-05 -2.473770e-05 -2.681743e-05 -6.978571e-07   
num_root            -1.451458e-06  1.058573e-07  2.247417e-06  8.934474e-06   
num_file_creations   7.396639e-06  8.702457e-07  4.092584e-06  2.532680e-06   
num_shells          -1.823172e-06 -6.643974e-07 -1.029291e-06 -1.325053e-06   
num_access_files    -3.455994e-06 -5.504266e-07 -1.958492e-06 -1.949908e-06   
num_outbound_cmds    3.263948e-18 -2.599067e-18 -6.297364e-18  1.083496e-18   
is_host_login       -2.908703e-07 -8.973074e-08 -6.985477e-08 -3.405071e-07   
is_guest_login      -7.202606e-04 -1.818286e-04 -4.010550e-04 -4.234213e-04   
count               -2.150391e-04  6.296134e-06 -4.799822e-05  1.060629e-04   
srv_count            1.388453e-04 -1.670627e-07  3.565164e-05 -6.193693e-05   
serror_rate          1.071913e-04  4.362989e-04  1.215260e-04 -1.466889e-04   
srv_serror_rate     -2.466332e-04 -2.672119e-04 -1.052389e-04  1.872128e-04   
rerror_rate         -1.664527e-04  2.774752e-04  1.009498e-04 -7.603080e-05   
srv_rerror_rate      7.310920e-05 -1.798969e-04 -1.296660e-04 -6.325266e-05   
same_srv_rate        1.157373e-04  1.032711e-04  2.194859e-05 -7.511683e-05   
diff_srv_rate        5.037942e-05  1.873961e-05  2.517387e-05 -1.938979e-05   
srv_diff_host_rate   1.658137e-05  4.525298e-06  1.091010e-05  1.054977e-05   
dst_host_count      -8.489783e-08  9.668618e-06 -8.800177e-06  3.907472e-06   
dst_host_srv_count   2.297658e-05  7.903639e-06  1.333371e-05  2.695762e-05   
...                           ...           ...           ...           ...   
service__remote_job  4.966667e-05  2.452593e-05  6.449537e-05  1.802101e-04   
service__rje         6.764967e-05  2.859562e-05  7.589723e-05  1.938332e-04   
service__shell       1.891803e-04  5.569466e-05  1.171841e-04  1.255835e-04   
service__smtp       -8.499424e-04 -3.099136e-04 -4.771492e-04 -4.666288e-04   
service__sql_net     5.838619e-04  2.010181e-04  6.008815e-04  1.956745e-03   
service__ssh         2.452415e-03  7.912681e-04  2.628352e-03  4.646466e-02   
service__sunrpc     -2.084500e-02 -4.610489e-03 -6.246881e-03 -3.205270e-03   
service__supdup     -7.661984e-04 -2.707815e-04 -7.266415e-04 -1.359877e-03   
service__systat     -8.822966e-04 -3.548347e-04 -9.209440e-04 -1.741837e-03   
service__telnet     -1.046405e-03 -2.667060e-04 -5.598825e-04 -4.566150e-04   
service__tftp_u     -5.036356e-07 -9.877966e-07  2.300785e-06  7.070029e-06   
service__tim_i       1.083953e-06  9.890884e-07  5.358039e-07  2.617339e-06   
service__time       -2.226870e-03 -5.772359e-04 -1.218174e-03 -1.159944e-03   
service__urh_i       2.791365e-06  1.171622e-06  1.501503e-06  1.413203e-06   
service__urp_i      -7.870220e-06  6.746712e-05 -8.185787e-05 -2.428953e-04   
service__uucp       -2.191210e-03 -4.793393e-04 -1.066630e-03 -7.898345e-04   
service__uucp_path  -4.408865e-04 -1.905560e-04 -4.936596e-04 -1.096839e-03   
service__vmnet      -4.945995e-04 -2.164580e-04 -5.582925e-04 -1.217330e-03   
service__whois      -4.592300e-04 -1.839863e-04 -5.012069e-04 -1.073539e-03   
flag__OTH            6.837326e-05 -1.899864e-05  2.093717e-05  7.191226e-05   
flag__REJ           -1.119899e-03 -2.295250e-04 -4.719417e-04 -2.635015e-05   
flag__RSTO           2.486040e-03  5.185840e-04  9.521136e-04 -1.695994e-04   
flag__RSTOS0         8.089982e-05  1.477528e-04 -3.188368e-05  2.104130e-04   
flag__RSTR          -1.494521e-03 -4.372737e-04 -4.467060e-04  1.574652e-04   
flag__S0             3.862689e-04  1.911690e-04 -6.954148e-05 -5.342241e-04   
flag__S1            -1.002639e-03 -5.743050e-04 -6.273456e-04 -2.543593e-04   
flag__S2             1.048536e-04  6.959378e-05  1.105108e-04  7.014015e-05   
flag__S3             1.115546e-05 -4.938925e-06  9.857626e-06  9.676663e-06   
flag__SF            -2.390163e-04  3.033446e-04 -1.775828e-05 -7.166732e-06   
flag__SH             7.184844e-04  3.459712e-05  5.717576e-04  4.720924e-04   

                             PC86          PC87          PC88          PC89  \
duration             3.377327e-05 -2.734534e-05  5.314944e-05 -2.202992e-05   
src_bytes           -2.691303e-05  3.182548e-05  3.140268e-04 -1.611330e-04   
dst_bytes           -7.225388e-05  3.237506e-05 -1.209364e-04  7.983721e-05   
land                -4.098752e-06 -1.502671e-05 -1.005984e-04  8.258045e-05   
wrong_fragment      -1.700683e-05  1.522334e-05  4.504177e-05 -2.662449e-05   
urgent               9.317013e-07 -6.017434e-07  2.133451e-06 -1.012670e-06   
hot                  7.454066e-05 -6.520740e-05  2.029131e-04 -5.602091e-05   
num_failed_logins    8.655206e-07  1.032200e-06  8.805071e-06 -4.959573e-06   
logged_in           -1.205555e-04  4.854275e-06 -5.454555e-04  4.445288e-04   
num_compromised     -7.896272e-06 -2.803839e-06  2.895372e-05  1.816965e-08   
root_shell           4.852900e-05 -6.953836e-07  7.666943e-05 -9.608044e-05   
su_attempted         7.215910e-06  3.319091e-05 -1.266381e-04 -9.160302e-05   
num_root             4.304201e-06  7.095700e-07  2.262790e-05 -1.196603e-05   
num_file_creations  -2.619053e-06 -7.581848e-07  1.740880e-05 -7.560740e-07   
num_shells          -1.421777e-06  1.049202e-06 -3.460493e-06  1.903862e-07   
num_access_files     9.906953e-07  1.983640e-07 -1.628996e-05  5.305232e-06   
num_outbound_cmds    3.053219e-18 -3.781103e-19  6.149428e-18 -1.532333e-18   
is_host_login       -4.617863e-07  6.548585e-07  8.260555e-07 -5.702397e-07   
is_guest_login      -3.805122e-04  3.772891e-04 -2.202838e-03  6.734396e-04   
count                3.780706e-04 -2.881735e-04  3.012043e-06  6.154771e-05   
srv_count           -2.186072e-04  1.775456e-04 -2.263822e-06 -3.858216e-05   
serror_rate         -1.622319e-04 -1.592545e-04 -9.634742e-04  5.855541e-04   
srv_serror_rate      2.745400e-04  2.020403e-04  6.650137e-04 -3.857217e-04   
rerror_rate         -9.708329e-05 -1.300073e-04 -4.231074e-04  2.605525e-04   
srv_rerror_rate      1.067634e-04  1.627296e-04 -4.697471e-04 -7.663602e-05   
same_srv_rate        1.297918e-04 -1.990669e-04 -6.998643e-04  4.128754e-04   
diff_srv_rate       -1.730959e-05 -6.079284e-05 -2.022224e-04  1.172073e-04   
srv_diff_host_rate   5.295560e-06 -2.073521e-06  1.897202e-05  3.227086e-07   
dst_host_count      -8.286524e-06  1.822203e-05 -1.919475e-06  1.417210e-06   
dst_host_srv_count   4.161133e-05 -3.571557e-06  1.081673e-04 -5.208636e-05   
...                           ...           ...           ...           ...   
service__remote_job  1.925674e-04  4.852475e-05  2.588569e-04  6.831999e-05   
service__rje         2.007128e-04  7.263072e-05  2.613414e-04  9.769584e-05   
service__shell       6.988437e-05  1.462408e-05  1.027008e-04  1.136058e-04   
service__smtp       -3.308616e-04 -2.414139e-04  7.187418e-04 -1.007545e-03   
service__sql_net     1.983674e-03  9.735800e-04  1.917839e-02  3.905436e-02   
service__ssh        -1.527691e-02 -1.584416e-03 -2.944709e-03 -1.090651e-03   
service__sunrpc     -2.395052e-03  8.793633e-04 -1.821077e-03 -8.246413e-04   
service__supdup     -1.180229e-03 -2.692193e-04 -1.317199e-03 -2.190196e-04   
service__systat     -1.562460e-03 -2.608446e-04 -1.554408e-03 -2.263146e-04   
service__telnet     -3.357515e-04 -9.278360e-05  4.253246e-04 -7.806479e-04   
service__tftp_u      6.025733e-06  1.858381e-06  1.251344e-05 -9.775279e-07   
service__tim_i       2.256281e-06  9.240401e-07  9.216098e-06 -4.038664e-06   
service__time       -9.733833e-04  3.597882e-04 -7.647627e-04 -6.018705e-04   
service__urh_i       2.299422e-06 -1.360311e-06 -1.017922e-05  8.206578e-06   
service__urp_i       1.512500e-04 -1.214529e-04 -3.077668e-04  5.174036e-05   
service__uucp       -3.590880e-04  2.873638e-05 -8.190970e-04 -4.206443e-04   
service__uucp_path  -1.031522e-03 -1.806115e-04 -1.149443e-03 -1.738249e-04   
service__vmnet      -1.144270e-03 -1.895246e-04 -1.238521e-03 -1.821237e-04   
service__whois      -9.999941e-04 -1.881525e-04 -1.118739e-03 -1.824471e-04   
flag__OTH            6.252851e-05  1.345203e-04  2.954871e-04  2.162254e-04   
flag__REJ            3.237350e-05  6.662043e-04  4.398474e-04 -2.765645e-04   
flag__RSTO          -2.277217e-04 -9.451768e-04  1.120699e-05  5.731697e-04   
flag__RSTOS0        -9.968702e-05 -1.196124e-04 -1.075643e-04 -7.646527e-05   
flag__RSTR           1.730438e-04  2.548231e-04  1.048429e-03 -4.996345e-04   
flag__S0            -4.304948e-04  7.977525e-05 -7.286987e-04  3.417808e-04   
flag__S1             3.556012e-04  5.466729e-04 -5.165994e-03 -3.667988e-04   
flag__S2            -2.439819e-05 -2.499200e-04  1.775574e-03  3.883239e-05   
flag__S3            -1.313035e-05 -3.778427e-05  4.545884e-04 -1.101710e-05   
flag__SF             2.164297e-04  2.440132e-04 -2.548373e-03  4.244784e-04   
flag__SH            -4.454468e-05 -5.735155e-04  4.525497e-03 -3.640064e-04   

                             PC90          PC91          PC92          PC93  \
duration             1.187613e-04 -2.233171e-04  2.843851e-05 -5.797164e-05   
src_bytes           -4.040620e-04 -3.070616e-04 -1.697729e-04 -3.388480e-04   
dst_bytes           -8.610477e-04 -3.146931e-04 -3.379913e-04 -1.204159e-04   
land                -3.016803e-04  6.937873e-05  5.088788e-06 -3.288654e-04   
wrong_fragment      -1.379661e-05 -7.429160e-05  1.470275e-04  3.255577e-05   
urgent               1.496706e-05 -1.293253e-06  7.503584e-07  2.517841e-06   
hot                  1.751748e-04  9.076416e-05  6.485358e-05  3.133779e-04   
num_failed_logins    7.638228e-06  3.804572e-06  3.774845e-06  4.332821e-06   
logged_in           -2.547950e-03 -4.101405e-04 -1.432606e-04 -9.022092e-04   
num_compromised     -1.120885e-04  9.828472e-05  3.965106e-05  2.296424e-05   
root_shell           6.333245e-04 -8.749059e-04 -5.811141e-04 -1.562433e-03   
su_attempted         1.556338e-03 -4.292272e-04 -1.699035e-04 -8.741727e-04   
num_root             9.287651e-06 -1.308603e-06  3.766517e-06  4.589076e-05   
num_file_creations  -5.768342e-05  5.256237e-05  1.769583e-05 -1.528850e-05   
num_shells           5.780537e-06 -2.743110e-06  5.234529e-07 -2.071569e-06   
num_access_files     2.508607e-05 -4.574983e-06 -1.537937e-06  8.109199e-06   
num_outbound_cmds    1.500562e-18 -1.102792e-17  6.198006e-18 -1.232380e-17   
is_host_login       -8.266054e-07  5.352513e-06  3.493482e-06  2.033621e-05   
is_guest_login       1.262850e-03  6.719442e-04  6.787790e-04 -4.435156e-03   
count               -1.716735e-04  4.828464e-05 -1.368130e-04 -1.122432e-04   
srv_count            1.706563e-04 -5.837400e-05  1.185644e-04  9.356856e-05   
serror_rate          9.364315e-04  8.075492e-04  3.940793e-05 -1.516908e-03   
srv_serror_rate      2.187254e-04 -2.783060e-04  5.931110e-05  1.349511e-03   
rerror_rate          1.420054e-03  5.583057e-04  1.687515e-04 -4.209623e-04   
srv_rerror_rate      2.686158e-03 -5.739417e-04 -1.059880e-04 -1.707813e-04   
same_srv_rate       -2.089068e-05 -5.013380e-05 -4.076527e-04  3.821123e-05   
diff_srv_rate       -1.592987e-04 -8.339053e-05 -1.606654e-04 -1.138968e-04   
srv_diff_host_rate  -3.672848e-05  5.345812e-06  5.070635e-06 -1.210897e-05   
dst_host_count      -4.405626e-05  1.613341e-04  1.325655e-04  1.871286e-06   
dst_host_srv_count   1.471225e-04  4.390513e-05  1.104290e-04  7.171921e-05   
...                           ...           ...           ...           ...   
service__remote_job  5.025644e-05  1.807135e-04  5.373086e-04  4.714413e-04   
service__rje         6.014765e-05  2.569340e-04  6.986528e-04  2.795869e-04   
service__shell       4.735401e-04  2.112288e-04  5.537379e-04  2.880462e-04   
service__smtp        6.927252e-04  4.119127e-04 -2.274607e-04 -5.238218e-05   
service__sql_net     3.272816e-03 -9.285149e-04 -1.883719e-03 -2.904305e-04   
service__ssh         1.727593e-04 -5.229755e-04 -1.295219e-03 -2.655363e-04   
service__sunrpc     -5.534780e-04 -5.623527e-04 -1.249359e-03 -1.823907e-04   
service__supdup      4.705105e-05 -4.758005e-04 -9.596233e-04 -1.420595e-04   
service__systat      1.099540e-04 -4.935707e-04 -9.919293e-04 -1.648848e-04   
service__telnet     -6.744733e-04  3.814909e-04 -3.774537e-04 -2.721941e-04   
service__tftp_u     -1.291002e-06  1.691050e-05 -2.007356e-05 -3.922747e-06   
service__tim_i       1.288306e-05 -9.129671e-06 -2.317593e-05  2.607413e-06   
service__time       -5.870735e-04 -4.626042e-04 -9.552314e-04 -4.610198e-04   
service__urh_i       9.549358e-06  3.664331e-06 -2.695227e-05  1.138722e-05   
service__urp_i       9.005689e-04  1.980602e-05  3.470868e-04  4.524053e-04   
service__uucp       -4.630731e-04 -3.314712e-04 -1.011588e-03 -2.177315e-04   
service__uucp_path   1.157218e-04 -4.580414e-04 -8.793644e-04 -1.286690e-04   
service__vmnet       9.755986e-05 -4.766611e-04 -9.101386e-04 -1.198765e-04   
service__whois       5.912070e-05 -4.321206e-04 -8.677757e-04 -1.518567e-04   
flag__OTH           -2.267733e-03 -1.355060e-04 -1.076897e-04  2.084865e-03   
flag__REJ           -2.550066e-03  7.854039e-04  2.390188e-04 -1.315748e-03   
flag__RSTO          -1.329728e-03  5.595352e-04  4.784177e-04 -1.310387e-03   
flag__RSTOS0         9.487176e-04 -2.004257e-03 -1.069082e-03  1.203654e-02   
flag__RSTR          -4.121997e-03 -2.890477e-04 -5.569617e-04 -2.349963e-03   
flag__S0             2.926589e-04  1.383047e-03  9.729125e-04 -7.541251e-03   
flag__S1             3.095536e-02 -1.352401e-03  1.437140e-03 -3.673952e-03   
flag__S2            -1.195008e-02 -3.222360e-03 -3.998739e-03  2.105467e-02   
flag__S3            -2.995499e-03 -1.565746e-04 -4.289307e-04  1.088729e-03   
flag__SF             1.367448e-02  2.192012e-03  1.380618e-03 -1.762175e-03   
flag__SH            -2.065611e-02  2.240148e-03  1.653297e-03 -1.831133e-02   

                             PC94          PC95          PC96          PC97  \
duration            -7.451994e-05  1.262900e-04 -6.603253e-06  7.931139e-06   
src_bytes            2.321402e-04 -5.397150e-04  2.424827e-05 -1.808470e-05   
dst_bytes            1.661531e-04 -2.830543e-06  9.066423e-05 -8.778169e-06   
land                 5.817898e-05 -6.222813e-05  3.265424e-04 -6.713871e-06   
wrong_fragment       8.131748e-06 -3.406121e-07 -1.379810e-05 -5.874917e-06   
urgent               1.513497e-05  8.786810e-06 -1.033113e-06  6.199096e-07   
hot                 -7.041207e-04  1.693252e-03  1.538268e-04 -4.662251e-06   
num_failed_logins   -1.127520e-05  2.179531e-05  5.739815e-06  7.998322e-09   
logged_in           -3.975410e-04  6.002288e-04  9.251127e-04  1.743302e-05   
num_compromised      6.869965e-04  2.235850e-04  1.665511e-05  3.016822e-06   
root_shell          -2.658994e-02 -9.525053e-03  1.024260e-04 -4.541791e-05   
su_attempted        -1.174854e-02 -6.903586e-03 -7.927622e-04 -4.931071e-05   
num_root             2.833925e-04  1.496327e-04  2.465415e-06  2.765231e-07   
num_file_creations   2.484207e-05 -5.518451e-05  7.871278e-07  7.887907e-07   
num_shells           9.443070e-05  2.552448e-07 -2.138265e-06  2.501323e-07   
num_access_files     1.320160e-04  9.407319e-05  7.059061e-06  3.554262e-07   
num_outbound_cmds   -2.079964e-17 -1.829637e-17 -1.032037e-17  2.454146e-18   
is_host_login        1.162303e-04  5.121632e-05  3.630042e-06 -3.835487e-07   
is_guest_login       1.153588e-02 -2.624288e-02 -2.796218e-03  2.280297e-04   
count                2.855970e-05 -3.479717e-05  3.175216e-05  4.286949e-06   
srv_count           -2.733429e-05  3.952524e-05 -3.754380e-05 -1.535549e-06   
serror_rate         -2.124231e-05  1.988979e-04 -1.423068e-04 -1.149327e-07   
srv_serror_rate      2.556906e-04 -5.105594e-04 -7.147079e-04 -1.117071e-06   
rerror_rate         -5.874687e-05  8.357579e-05  6.382300e-04 -5.678083e-05   
srv_rerror_rate      1.435879e-04 -1.119059e-04  2.977227e-04  2.857669e-05   
same_srv_rate       -1.058875e-04  2.187502e-04  1.456938e-04  6.453081e-06   
diff_srv_rate       -1.365252e-05  7.047396e-05  2.754218e-06  1.158441e-05   
srv_diff_host_rate  -4.289865e-06 -1.466270e-05  6.427099e-06  2.941799e-06   
dst_host_count       1.320225e-05 -4.367935e-05 -1.552941e-05 -5.802493e-06   
dst_host_srv_count  -1.163059e-04  1.489731e-04 -1.129168e-05 -9.666492e-07   
...                           ...           ...           ...           ...   
service__remote_job -4.619380e-05 -2.736826e-05  6.798982e-04  4.621196e-03   
service__rje        -1.319665e-04  1.975402e-04 -1.202975e-04  2.461580e-02   
service__shell      -3.069841e-05  8.819478e-05 -2.270791e-04  1.766631e-03   
service__smtp        3.100199e-04 -5.356674e-04 -3.869499e-04 -6.599278e-04   
service__sql_net     1.426771e-04 -1.459213e-04 -1.311893e-05 -9.665677e-04   
service__ssh         1.043760e-04 -9.279357e-05 -1.309026e-04 -8.698113e-04   
service__sunrpc      3.899773e-06  1.094529e-04  1.295587e-04 -8.423035e-04   
service__supdup      6.861930e-05 -6.175642e-05  1.001403e-05 -7.423395e-04   
service__systat      6.369786e-05 -3.789270e-05 -5.588933e-05 -7.624018e-04   
service__telnet      2.778060e-04 -4.369769e-04 -1.986571e-05 -6.774022e-04   
service__tftp_u     -6.887605e-06  1.174880e-05 -6.481588e-07  2.526758e-05   
service__tim_i       8.943051e-06 -2.313021e-05  1.158143e-06  1.129026e-05   
service__time        5.756125e-05 -3.413869e-05  1.119054e-04 -7.581635e-04   
service__urh_i      -1.848337e-05  2.977276e-05  8.106077e-06  1.562817e-05   
service__urp_i       6.004966e-05 -1.132441e-05  2.318903e-05 -1.545515e-04   
service__uucp        3.051755e-05  5.192654e-05  1.524582e-04 -7.321462e-04   
service__uucp_path   6.399186e-05 -5.045207e-05 -5.074189e-06 -7.131919e-04   
service__vmnet       6.256165e-05 -4.724349e-05  2.608490e-06 -7.253238e-04   
service__whois       6.156739e-05 -4.235354e-05 -3.499361e-05 -7.113489e-04   
flag__OTH           -5.437913e-05 -1.128547e-04  1.580945e-03 -8.100467e-06   
flag__REJ           -8.863272e-05  2.326948e-04 -5.344407e-03 -3.948818e-05   
flag__RSTO           2.164894e-04 -4.531787e-04 -5.923795e-03  9.857476e-05   
flag__RSTOS0         1.052463e-03 -4.465350e-03  2.387031e-02 -2.198197e-05   
flag__RSTR           4.097455e-04 -3.803954e-04 -5.355702e-03  3.235235e-05   
flag__S0            -3.315890e-04  1.252613e-03  2.025215e-03 -6.429648e-05   
flag__S1            -1.430171e-04  2.903168e-03 -1.797982e-03 -6.860668e-06   
flag__S2            -6.752775e-04 -1.322475e-03 -1.175789e-02 -1.085594e-04   
flag__S3             4.236114e-04 -6.689520e-04  1.552428e-03 -7.569474e-06   
flag__SF            -2.996925e-04  7.851552e-04 -3.047503e-03 -3.010040e-05   
flag__SH            -5.097217e-04  2.229575e-03  4.198384e-03  1.560299e-04   

                             PC98          PC99         PC100         PC101  \
duration             1.575388e-07  4.835649e-06 -1.733464e-05  2.586987e-06   
src_bytes           -3.036846e-05 -1.899209e-06 -1.620794e-04  1.728927e-05   
dst_bytes           -1.856316e-05  3.286880e-07 -1.005346e-04  6.385409e-06   
land                 1.688854e-06 -5.198847e-06 -5.173762e-05  8.388159e-05   
wrong_fragment      -3.936049e-06 -9.789945e-07 -6.182563e-06  8.613211e-06   
urgent               5.473410e-07  6.068342e-08  1.291630e-06 -5.491950e-07   
hot                  8.060639e-06  4.912624e-06  9.665565e-05 -1.100386e-04   
num_failed_logins    4.360468e-07 -9.883419e-08  3.071503e-06 -4.038444e-07   
logged_in            2.760819e-05 -1.083759e-05  7.450954e-05  1.023492e-04   
num_compromised      5.922571e-06 -1.079741e-06  2.988984e-05 -3.118182e-06   
root_shell          -4.467655e-05  1.640741e-05  2.217681e-05 -2.202765e-04   
su_attempted        -7.910424e-05 -2.759370e-05 -6.185736e-04  3.003105e-04   
num_root            -1.731868e-07  9.050501e-07  2.950337e-06 -2.979622e-06   
num_file_creations   1.718964e-06 -7.593486e-07  7.417854e-06  5.024915e-06   
num_shells          -2.657062e-08 -1.392261e-07 -2.823986e-06  2.802313e-06   
num_access_files     5.259979e-07  3.242577e-07  4.045197e-06 -3.294657e-06   
num_outbound_cmds   -8.663133e-18 -1.942016e-19 -1.089652e-17 -3.681604e-18   
is_host_login        2.853213e-07 -7.244997e-08  3.700680e-06  6.070323e-07   
is_guest_login       6.910268e-05 -6.282998e-05 -5.535781e-04  1.245449e-03   
count               -1.349369e-05  1.336385e-05  3.372999e-05  3.327161e-05   
srv_count            1.018636e-05 -7.454426e-06 -1.549366e-05 -2.551004e-05   
serror_rate         -7.029123e-06  3.561591e-05  2.085440e-04 -6.769089e-04   
srv_serror_rate      2.063789e-05  1.803115e-05  3.248589e-04 -8.576459e-04   
rerror_rate         -7.081026e-05 -7.320380e-06 -1.535879e-04  4.261203e-04   
srv_rerror_rate      2.440584e-05 -7.289191e-05 -5.182729e-04  1.537937e-03   
same_srv_rate       -5.966007e-06  2.053067e-06 -6.991727e-05 -3.629057e-05   
diff_srv_rate        3.257983e-06  2.035162e-06 -2.953695e-05 -6.121076e-06   
srv_diff_host_rate   1.444015e-06  1.109707e-06  5.207296e-06 -1.719163e-05   
dst_host_count      -2.569934e-06  1.158007e-06  1.078546e-05 -4.907265e-06   
dst_host_srv_count   8.174917e-06 -1.659170e-06  4.678020e-05 -1.640250e-05   
...                           ...           ...           ...           ...   
service__remote_job  1.599858e-02  1.765994e-02 -4.705449e-03 -1.453968e-03   
service__rje        -8.167936e-03  5.505505e-05 -2.131844e-03 -9.025531e-04   
service__shell       2.248474e-03 -5.589221e-06  3.019318e-03  1.355394e-03   
service__smtp       -5.287309e-04 -1.481713e-06 -1.155008e-05 -1.959998e-04   
service__sql_net    -7.901916e-04 -2.986659e-06 -5.047732e-04 -2.204978e-04   
service__ssh        -7.188998e-04  6.244262e-07 -4.584691e-04 -2.133383e-04   
service__sunrpc     -6.895002e-04 -8.293784e-06 -4.562398e-04 -1.466343e-04   
service__supdup     -6.222182e-04 -4.904311e-06 -4.227454e-04 -2.063150e-04   
service__systat     -6.343923e-04 -6.204364e-06 -4.413608e-04 -2.169456e-04   
service__telnet     -5.653792e-04  7.028926e-07 -2.021012e-04 -9.914015e-05   
service__tftp_u      2.435929e-05 -1.393225e-07  2.884734e-05  1.191734e-05   
service__tim_i       7.692619e-06 -1.443244e-07 -1.285174e-05  6.478670e-06   
service__time       -6.256527e-04 -6.283532e-06 -4.019353e-04 -1.809853e-04   
service__urh_i       1.395609e-05 -5.071159e-07  5.066972e-06  2.088956e-06   
service__urp_i      -1.129487e-04 -3.392808e-06 -1.796749e-06 -6.682899e-05   
service__uucp       -6.210108e-04  2.955667e-06 -3.728198e-04 -1.026073e-04   
service__uucp_path  -5.974546e-04 -7.876185e-06 -4.191057e-04 -1.997473e-04   
service__vmnet      -6.066393e-04 -8.055371e-06 -4.244412e-04 -2.097770e-04   
service__whois      -5.973260e-04 -5.514307e-06 -4.159962e-04 -2.033469e-04   
flag__OTH           -5.017900e-05 -7.960245e-06  6.725221e-04 -2.936643e-03   
flag__REJ            1.060782e-04  2.554901e-04  1.706148e-03 -5.084584e-03   
flag__RSTO           1.923574e-04  2.590174e-04  1.711307e-03 -5.391880e-03   
flag__RSTOS0        -3.362837e-04 -3.834281e-04  3.901733e-04  2.065506e-04   
flag__RSTR           1.574877e-04  2.604853e-04  1.937899e-03 -4.998525e-03   
flag__S0            -6.350395e-05 -1.239918e-04 -1.719016e-03  4.792884e-03   
flag__S1             8.271684e-06 -7.721804e-05 -1.457414e-03  4.571826e-03   
flag__S2             9.805921e-06 -1.885836e-04 -2.610856e-03  8.130208e-03   
flag__S3            -7.594745e-05  8.213701e-05  1.770143e-03 -7.501493e-03   
flag__SF             3.259139e-05  2.346196e-05 -2.187288e-04  1.232005e-03   
flag__SH             1.932172e-05 -9.941005e-05 -2.182177e-03  6.979652e-03   

                            PC102         PC103         PC104         PC105  \
duration             1.167115e-05  2.185740e-06 -1.661461e-05  2.314336e-06   
src_bytes            8.320740e-05  2.199485e-05  5.545552e-05 -6.683216e-05   
dst_bytes            6.179795e-05  3.020501e-05 -1.877388e-05 -6.831699e-05   
land                -3.422195e-05  7.190446e-06 -8.650316e-05 -2.302997e-04   
wrong_fragment      -1.100438e-05 -1.592147e-06 -1.045724e-06  7.130453e-06   
urgent              -4.728992e-07 -1.794541e-07  7.626307e-07  8.971051e-07   
hot                  4.713440e-05 -1.419374e-05 -1.300350e-04 -3.500079e-05   
num_failed_logins   -1.263075e-06 -1.831581e-07  1.023703e-05  8.256841e-07   
logged_in           -8.467540e-05  3.832138e-05 -1.600547e-04 -1.033704e-04   
num_compromised     -1.261279e-05  1.849950e-06  3.527688e-04 -6.521445e-07   
root_shell           2.943724e-04  1.206897e-04  9.005048e-03  1.763875e-04   
su_attempted        -1.126606e-04 -1.086360e-04 -1.868759e-02 -1.154644e-04   
num_root             1.839964e-06 -3.857343e-06  1.590320e-04  6.063938e-06   
num_file_creations  -1.011561e-05 -1.445277e-06 -2.045769e-05 -1.941968e-06   
num_shells          -1.835852e-06 -3.814802e-07 -6.470095e-05 -1.057307e-08   
num_access_files     2.054901e-06  9.488978e-07  9.366978e-05 -1.950079e-07   
num_outbound_cmds    9.857573e-18  3.671133e-18 -1.573000e-17 -1.088877e-18   
is_host_login       -2.762196e-06 -5.588472e-07  1.388105e-04  4.358173e-06   
is_guest_login      -8.933548e-04  8.067366e-05  1.638977e-03  6.145004e-04   
count                2.088162e-05  3.135609e-05 -7.293304e-06 -6.819823e-06   
srv_count           -1.059882e-05 -2.032330e-05  1.690213e-06  4.547339e-06   
serror_rate          5.051709e-04 -8.017368e-05 -4.024035e-05 -2.376735e-04   
srv_serror_rate      6.883892e-04  5.391510e-05  7.974784e-05 -5.281704e-04   
rerror_rate         -4.595964e-04 -1.177354e-04 -3.809353e-05  4.893134e-04   
srv_rerror_rate     -1.115993e-03  1.126763e-04  4.690490e-05  1.266510e-03   
same_srv_rate        1.171618e-04  2.929032e-05 -1.412507e-05 -7.415118e-05   
diff_srv_rate        1.858416e-05  3.670727e-07 -3.376014e-06 -1.269841e-05   
srv_diff_host_rate   1.342396e-05 -1.000331e-06  2.638925e-06 -1.277092e-05   
dst_host_count      -6.791515e-06 -4.554637e-06  7.589678e-06 -6.949191e-06   
dst_host_srv_count  -8.359756e-06 -9.208300e-07  8.083574e-06  1.266707e-05   
...                           ...           ...           ...           ...   
service__remote_job -6.170651e-04 -1.318089e-03  2.850428e-05  4.107582e-05   
service__rje        -2.938789e-04 -8.775578e-04  2.701935e-05 -4.641314e-05   
service__shell       3.381102e-04  2.220898e-02 -1.791645e-04 -1.938757e-04   
service__smtp       -2.325401e-04 -2.427943e-04  1.084055e-04  1.100309e-04   
service__sql_net    -8.120458e-05 -2.816618e-04  1.767782e-05 -2.645485e-05   
service__ssh        -6.055765e-05 -2.591038e-04  1.923478e-05 -4.350461e-06   
service__sunrpc     -3.790278e-05 -2.186353e-04 -2.282402e-06 -3.422033e-05   
service__supdup     -4.334420e-05 -2.359417e-04  9.755713e-06 -2.328069e-05   
service__systat     -4.646598e-05 -2.461152e-04  1.278398e-05 -1.984122e-05   
service__telnet     -1.706427e-04 -2.139475e-04 -1.362583e-04  1.502342e-05   
service__tftp_u     -7.532530e-06  9.518749e-06 -3.086607e-06  1.409409e-05   
service__tim_i       1.457380e-05  9.061823e-06  3.045541e-06 -8.342452e-06   
service__time        5.817093e-07 -1.972832e-04  8.882587e-06 -7.586244e-05   
service__urh_i       1.129139e-05  9.742420e-06 -2.794477e-06 -5.791735e-06   
service__urp_i      -5.689197e-06 -4.634283e-05 -2.287735e-05  6.771667e-06   
service__uucp       -2.167695e-05 -1.751654e-04 -1.007121e-05 -1.690447e-05   
service__uucp_path  -5.168446e-05 -2.357890e-04  1.388959e-05 -2.425516e-05   
service__vmnet      -4.583308e-05 -2.387536e-04  1.254731e-05 -2.160186e-05   
service__whois      -4.591790e-05 -2.338864e-04  1.201877e-05 -1.932847e-05   
flag__OTH            2.664434e-03  1.102480e-04 -6.781909e-04  1.793226e-03   
flag__REJ            4.066357e-03 -1.929419e-05  2.945948e-05 -5.854705e-03   
flag__RSTO           4.012208e-03 -1.571409e-04  1.124221e-04 -5.878842e-03   
flag__RSTOS0        -2.916078e-04  7.289305e-06 -8.452570e-05 -4.408398e-03   
flag__RSTR           3.835512e-03 -4.831051e-05  9.048053e-05 -5.761778e-03   
flag__S0            -3.735435e-03  5.920585e-05 -7.548752e-05  7.121262e-04   
flag__S1            -3.945706e-03 -1.585370e-04  5.469869e-04  1.388960e-03   
flag__S2            -6.761798e-03 -1.061629e-04  3.120370e-04  1.725345e-03   
flag__S3             6.867726e-03  3.216152e-04 -2.290640e-04  1.515146e-02   
flag__SF            -1.283392e-03 -1.664022e-04  1.204093e-04  6.227272e-05   
flag__SH            -5.428297e-03  1.574893e-04 -1.445272e-04  1.070333e-03   

                            PC106         PC107         PC108         PC109  \
duration             1.345711e-05  2.096588e-06  1.183475e-06 -4.006868e-07   
src_bytes            3.441472e-05 -8.363500e-06 -8.609647e-07  2.639402e-06   
dst_bytes           -2.056995e-05 -8.267893e-06  2.265847e-06 -5.122371e-08   
land                 1.570718e-04  1.380599e-02 -1.250647e-04  1.716223e-06   
wrong_fragment      -2.165460e-06 -3.347044e-07  2.132666e-06 -2.394377e-07   
urgent               6.814520e-07  1.991640e-07  5.549436e-09 -7.109225e-09   
hot                 -3.562886e-05  5.823358e-06  1.105191e-07 -9.051302e-07   
num_failed_logins    5.857213e-07  1.005379e-07  2.314715e-08 -1.542414e-08   
logged_in            1.473448e-04 -4.983171e-05  2.128485e-06 -1.325076e-06   
num_compromised      1.299073e-05  3.022630e-07 -6.532934e-08  4.582059e-09   
root_shell           2.167338e-04  3.359047e-05 -3.546337e-06  4.615726e-07   
su_attempted        -4.630925e-04 -4.163459e-05 -7.039837e-07 -6.190133e-07   
num_root             1.080645e-06  6.827354e-07  3.387065e-07  8.698541e-09   
num_file_creations   1.765370e-06 -9.919103e-07  9.539433e-08 -2.796412e-08   
num_shells          -7.427071e-07 -1.994696e-07 -1.747996e-08  5.203774e-09   
num_access_files     2.386804e-06  3.693354e-08 -5.174295e-08 -5.958694e-09   
num_outbound_cmds    5.512686e-18 -1.371297e-17  5.034773e-18  3.369240e-18   
is_host_login       -4.837094e-07  1.294203e-06  7.626425e-09  3.910369e-08   
is_guest_login       4.671485e-04 -3.624144e-05  1.355240e-05  6.674268e-06   
count                1.425266e-05 -5.488346e-06 -1.899787e-06  3.244395e-07   
srv_count           -1.066612e-05  2.412425e-06  7.837277e-06 -7.686723e-07   
serror_rate          4.222408e-04 -4.074954e-07 -5.957626e-06  5.584189e-07   
srv_serror_rate      2.861414e-04 -7.139344e-05  3.327993e-06 -3.410510e-07   
rerror_rate          4.047994e-04 -2.023933e-05  1.756905e-06 -3.293028e-07   
srv_rerror_rate      4.928722e-04  2.939216e-06  3.443990e-08  6.223332e-08   
same_srv_rate       -2.173879e-05 -1.942272e-05 -1.186202e-05  8.009203e-07   
diff_srv_rate        7.661254e-06 -8.286216e-06 -2.861731e-08 -6.718496e-07   
srv_diff_host_rate  -4.924681e-06 -1.164579e-05  3.075653e-06 -3.129249e-07   
dst_host_count      -7.702760e-06 -8.850438e-06  4.233258e-06 -6.611679e-07   
dst_host_srv_count   6.336033e-06  2.091991e-05  1.740970e-06 -1.538693e-06   
...                           ...           ...           ...           ...   
service__remote_job  9.111704e-06 -2.957987e-06 -5.332667e-05  7.799355e-06   
service__rje        -1.844457e-05  3.572196e-06 -5.283471e-05  7.795470e-06   
service__shell      -2.760123e-05 -2.155771e-06 -5.772338e-05  8.208709e-06   
service__smtp        1.189655e-04  4.459573e-05 -3.707649e-05  4.887675e-06   
service__sql_net    -7.746080e-05 -2.473687e-06 -4.628645e-05  7.051386e-06   
service__ssh        -2.998449e-06  4.641632e-06 -4.559558e-05  7.087765e-06   
service__sunrpc     -5.688621e-05 -1.972286e-06 -4.505443e-05  6.990881e-06   
service__supdup     -9.681200e-06 -2.139570e-06 -4.456130e-05  6.873003e-06   
service__systat     -1.101802e-05 -2.351513e-06 -4.473772e-05  6.845081e-06   
service__telnet      1.570761e-05  1.208475e-05 -4.064045e-05  6.848373e-06   
service__tftp_u      7.235654e-06  1.185336e-05  5.876032e-06 -3.955687e-06   
service__tim_i      -4.638325e-06  4.348180e-05  3.857760e-03 -4.086765e-03   
service__time        4.773243e-05 -3.291972e-07 -4.259728e-05  6.859493e-06   
service__urh_i      -1.120495e-05  8.649772e-05  6.453486e-03  6.120816e-03   
service__urp_i      -1.493076e-05 -1.239215e-04 -3.911138e-03  5.691172e-04   
service__uucp        7.958393e-06 -5.398675e-06 -4.461503e-05  7.090976e-06   
service__uucp_path  -3.461293e-05 -2.002971e-06 -4.422014e-05  6.737555e-06   
service__vmnet      -9.568042e-06 -2.340872e-06 -4.421323e-05  6.717329e-06   
service__whois      -9.840784e-06 -1.763190e-06 -4.419587e-05  6.794783e-06   
flag__OTH            1.714716e-02 -8.414511e-05  1.371957e-05 -1.459265e-06   
flag__REJ           -2.168850e-03 -6.451531e-06 -4.715111e-06  1.369202e-06   
flag__RSTO          -2.190845e-03 -4.867718e-06 -4.044401e-06  6.135373e-07   
flag__RSTOS0        -2.676175e-03 -8.940271e-05 -1.098270e-05  3.091916e-06   
flag__RSTR          -2.087842e-03  6.357552e-06 -2.926871e-06  1.284616e-06   
flag__S0            -7.708145e-04 -1.221607e-04 -1.506780e-06  1.925798e-06   
flag__S1            -7.903387e-04  9.684932e-05  4.749407e-06 -2.281134e-06   
flag__S2            -1.136875e-03  1.263397e-04  1.241633e-06 -1.066701e-06   
flag__S3            -5.076405e-03  1.769943e-04  2.323272e-06 -2.851488e-06   
flag__SF             3.970956e-04  1.122825e-05 -4.776104e-06 -1.092709e-06   
flag__SH            -6.461091e-04 -1.107414e-04  6.918081e-06  4.662265e-07   

                            PC110         PC111         PC112         PC113  \
duration             4.603555e-08  1.489905e-07 -1.099799e-07 -5.700222e-08   
src_bytes           -1.686401e-06 -3.436695e-07  1.073838e-06 -2.742083e-07   
dst_bytes            2.871268e-07 -1.818468e-06  1.066500e-06  8.270119e-08   
land                 8.567259e-06 -8.502463e-07 -4.139107e-06  2.187349e-07   
wrong_fragment      -3.419158e-07  8.535313e-08  2.877207e-07  9.738701e-09   
urgent               1.075320e-08  1.466952e-08 -1.984206e-09  6.248663e-09   
hot                  6.784106e-07  7.559481e-08 -3.787167e-07  5.593969e-08   
num_failed_logins    2.888272e-09  8.581017e-08 -1.531928e-08 -2.674648e-09   
logged_in            2.208989e-06  1.176009e-05 -9.938822e-07 -2.652565e-07   
num_compromised     -1.169330e-08  2.155162e-07 -6.906120e-08 -3.082034e-08   
root_shell           5.090908e-07  1.695212e-06 -7.557330e-08  8.380716e-08   
su_attempted         3.407770e-07 -5.484662e-07 -3.960827e-07  3.294241e-07   
num_root            -1.008352e-07 -2.040065e-07  5.412378e-08  1.994117e-08   
num_file_creations  -2.900839e-08  1.497756e-08 -4.258586e-08  7.833446e-09   
num_shells           1.800873e-08 -1.143836e-08  6.526505e-09  9.402779e-10   
num_access_files     3.024884e-08  4.219674e-09  2.080921e-09  4.645799e-09   
num_outbound_cmds   -1.086630e-18  1.067938e-18 -8.733940e-19 -1.039553e-18   
is_host_login       -2.886358e-07 -8.504783e-08  2.578815e-07 -1.274548e-06   
is_guest_login      -8.918969e-06  1.620828e-06  1.869349e-06 -9.284596e-07   
count                6.702086e-07 -2.981641e-08  8.851086e-08 -1.422124e-06   
srv_count           -4.218773e-07 -1.138966e-07 -1.038497e-07  8.052451e-07   
serror_rate          1.365348e-06 -1.339444e-05  1.697304e-06  3.688475e-06   
srv_serror_rate     -3.773260e-07  1.037532e-05 -1.021306e-06 -2.487847e-06   
rerror_rate         -1.158758e-06 -2.563770e-05  3.172478e-07 -2.705475e-06   
srv_rerror_rate      3.623968e-07  1.482544e-05 -6.458917e-07  1.378553e-06   
same_srv_rate        3.133741e-06  1.207874e-07  2.001217e-06 -8.747524e-07   
diff_srv_rate        5.640662e-07 -2.095231e-06  3.025249e-07 -5.359495e-07   
srv_diff_host_rate   9.010566e-08 -1.096019e-07  3.729815e-08 -3.512753e-08   
dst_host_count      -6.509692e-08  2.547446e-07  6.559525e-07 -5.012140e-08   
dst_host_srv_count   1.665719e-06  3.519430e-07 -4.276779e-08 -3.530895e-08   
...                           ...           ...           ...           ...   
service__remote_job  1.237522e-07 -1.197020e-04 -9.074148e-05 -1.108954e-04   
service__rje         1.901787e-08 -1.190157e-04 -9.049600e-05 -1.108198e-04   
service__shell       9.099393e-07 -1.152651e-04 -9.212138e-05 -1.121592e-04   
service__smtp       -2.181484e-07 -1.095208e-04 -8.952168e-05 -1.089139e-04   
service__sql_net     6.618554e-08 -1.146163e-04 -8.848524e-05 -1.096374e-04   
service__ssh        -9.301401e-08 -1.142530e-04 -8.831527e-05 -1.092443e-04   
service__sunrpc     -1.704164e-08 -1.129151e-04 -8.823168e-05 -1.090480e-04   
service__supdup      7.002715e-08 -1.131699e-04 -8.780064e-05 -1.088763e-04   
service__systat      8.328124e-08 -1.134335e-04 -8.777835e-05 -1.088510e-04   
service__telnet     -8.598709e-07 -1.107094e-04 -8.885960e-05 -1.093846e-04   
service__tftp_u      9.807595e-07  1.640512e-04  4.857362e-03 -3.596786e-04   
service__tim_i       5.634004e-03 -1.863562e-05 -1.135890e-05 -1.296681e-05   
service__time        2.611980e-07 -1.114228e-04 -8.775829e-05 -1.088909e-04   
service__urh_i      -1.015918e-05 -1.133209e-05 -8.763852e-06 -1.163830e-05   
service__urp_i      -2.626174e-07 -2.226533e-06 -5.477834e-06 -9.452065e-06   
service__uucp        2.096108e-07 -1.127685e-04 -8.792628e-05 -1.099026e-04   
service__uucp_path   3.480250e-08 -1.131327e-04 -8.766239e-05 -1.086892e-04   
service__vmnet       4.391762e-08 -1.132556e-04 -8.768807e-05 -1.087114e-04   
service__whois       5.175845e-08 -1.131035e-04 -8.762743e-05 -1.087257e-04   
flag__OTH           -2.537578e-06 -1.007461e-05 -1.439879e-06  5.314869e-07   
flag__REJ            3.260194e-07  2.008108e-05  2.548669e-06  3.308355e-06   
flag__RSTO           5.200502e-07  1.934636e-05  3.547745e-06  3.858710e-06   
flag__RSTOS0         2.599490e-06  7.332732e-06  1.346889e-06 -4.385433e-07   
flag__RSTR           1.092367e-06  1.581088e-05 -1.294739e-06  3.851664e-06   
flag__S0            -8.068773e-08 -2.089043e-06  2.320680e-06 -3.518754e-06   
flag__S1            -1.859405e-06 -9.081253e-06 -1.775760e-06 -2.004316e-06   
flag__S2            -1.699142e-06 -6.644849e-06 -1.058203e-06 -3.154431e-06   
flag__S3            -7.676772e-07 -1.121918e-05 -1.580051e-06 -1.437787e-06   
flag__SF             7.475622e-08 -1.756117e-05 -1.664424e-07  1.231890e-07   
flag__SH             2.331806e-06 -5.900949e-06 -2.448910e-06 -1.119574e-06   

                            PC114         PC115         PC116         PC117  \
duration             1.453344e-09 -4.624814e-08 -2.518246e-08  6.355006e-08   
src_bytes           -5.142796e-09  7.300535e-08 -2.463628e-08 -2.941820e-08   
dst_bytes           -4.722976e-09  3.749971e-08  3.434388e-08 -3.332169e-08   
land                 4.637736e-08 -9.504198e-08 -2.437109e-09 -1.806218e-07   
wrong_fragment       3.429176e-09  4.383176e-08  1.328432e-08 -9.498110e-09   
urgent              -1.531329e-10 -9.315466e-10  6.432421e-10  5.973686e-08   
hot                  1.244010e-09 -2.112256e-08  1.771285e-09  9.069106e-08   
num_failed_logins    1.835634e-10  2.850450e-09  3.107959e-11  2.458329e-08   
logged_in           -7.165627e-09  7.334851e-08 -2.640015e-08  1.561438e-07   
num_compromised      1.194166e-09  4.541549e-08  1.218479e-08 -9.918644e-07   
root_shell           1.518467e-10 -1.166200e-07 -3.075953e-08  2.221941e-06   
su_attempted        -1.137463e-08 -5.168455e-07 -1.953945e-07  2.175183e-05   
num_root            -3.652825e-10 -1.025411e-08  2.683486e-09 -4.492801e-07   
num_file_creations   3.744556e-10  9.142672e-09  3.548564e-09  7.857983e-08   
num_shells          -2.055880e-10 -1.945142e-09 -6.339087e-10  5.268010e-08   
num_access_files    -1.823279e-10 -1.425185e-09 -4.609449e-10  2.179413e-07   
num_outbound_cmds    1.498973e-18 -4.020833e-19 -5.836896e-18 -3.700448e-18   
is_host_login       -3.754870e-09 -3.538928e-08 -1.386690e-05  2.805404e-03   
is_guest_login      -5.488192e-09  4.843731e-07 -3.002052e-08 -9.509473e-07   
count               -7.195039e-10  7.623566e-08 -2.465108e-07  7.628956e-08   
srv_count            1.526198e-09 -4.831959e-08  1.371595e-07 -4.444247e-08   
serror_rate         -1.570841e-07 -2.976727e-06 -6.021905e-08  6.911761e-07   
srv_serror_rate      1.072601e-07  1.870481e-06  1.057109e-08 -1.070851e-07   
rerror_rate         -1.174386e-07  2.813844e-06  2.626847e-07 -5.933583e-08   
srv_rerror_rate      6.601094e-08 -1.323677e-06 -1.104914e-07  8.939047e-08   
same_srv_rate       -1.572978e-08 -5.711536e-09 -1.467815e-07  8.487591e-08   
diff_srv_rate       -6.787109e-09  5.098940e-08 -8.340042e-08  8.589585e-08   
srv_diff_host_rate  -4.011874e-11  1.598139e-08 -2.264504e-09 -1.141384e-08   
dst_host_count       5.099705e-10  4.876125e-09 -4.437225e-09 -3.509304e-08   
dst_host_srv_count  -4.137913e-10 -2.055350e-08 -1.230482e-08  1.810282e-08   
...                           ...           ...           ...           ...   
service__remote_job -4.306608e-10  4.545591e-06 -4.217384e-05 -2.005832e-07   
service__rje         1.410730e-09  4.587061e-06 -4.214669e-05 -1.748050e-07   
service__shell       3.196127e-08  4.228941e-06 -4.250536e-05 -7.038848e-08   
service__smtp        2.299606e-08  4.602634e-06 -4.178073e-05 -1.513712e-07   
service__sql_net     4.524063e-09  4.595708e-06 -4.191275e-05 -2.047378e-07   
service__ssh         6.238026e-09  4.528759e-06 -4.185524e-05 -2.084496e-07   
service__sunrpc      1.140250e-08  4.430499e-06 -4.184575e-05 -2.253140e-07   
service__supdup      4.816470e-09  4.474317e-06 -4.179761e-05 -2.228259e-07   
service__systat      4.145311e-09  4.529796e-06 -4.177672e-05 -2.231503e-07   
service__telnet      1.758829e-08  4.582389e-06 -4.186889e-05 -7.002866e-07   
service__tftp_u     -8.491448e-08  1.422270e-05 -6.321833e-05 -5.253082e-07   
service__tim_i      -8.109819e-11  5.580727e-07 -4.521484e-06  5.063470e-08   
service__time        7.677236e-09  4.462120e-06 -4.180312e-05 -2.339594e-07   
service__urh_i      -1.927064e-09  5.068571e-07 -4.315077e-06 -3.128591e-08   
service__urp_i      -3.944821e-09  3.250318e-07 -3.938899e-06 -1.222060e-07   
service__uucp        9.445079e-09  4.539908e-06 -4.197463e-05 -1.872716e-07   
service__uucp_path   4.654297e-09  4.522593e-06 -4.174795e-05 -2.239216e-07   
service__vmnet       4.506068e-09  4.520673e-06 -4.175290e-05 -2.235098e-07   
service__whois       4.237585e-09  4.521064e-06 -4.175450e-05 -2.201140e-07   
flag__OTH           -9.300796e-08  2.200035e-08  9.437973e-08  5.277526e-07   
flag__REJ            5.942135e-08 -4.230114e-06 -5.125898e-07  1.656229e-07   
flag__RSTO           4.328996e-08 -4.032709e-06 -3.452497e-07  2.156042e-07   
flag__RSTOS0        -2.715424e-09  3.952298e-07  4.237958e-08 -2.806709e-07   
flag__RSTR           3.895233e-08 -3.764107e-06 -2.881598e-07  3.769291e-07   
flag__S0             2.765007e-10  2.838007e-06  1.392539e-07  1.822453e-07   
flag__S1             7.481801e-09  1.934979e-06  1.108856e-07 -7.967496e-07   
flag__S2             5.057413e-08  2.843437e-06  1.468659e-07 -8.811231e-07   
flag__S3            -7.022148e-09  1.488996e-06  1.055420e-07 -3.489970e-07   
flag__SF            -9.357786e-08 -1.038099e-08  3.376866e-08  9.594898e-08   
flag__SH            -3.672669e-09  2.514662e-06  4.729241e-07  7.434375e-07   

                            PC118         PC119         PC120         PC121  \
duration            -3.639887e-31 -0.000000e+00 -0.000000e+00  0.000000e+00   
src_bytes            1.100973e-30 -9.277722e-33 -1.136494e-32  1.297004e-32   
dst_bytes            7.948719e-31  4.164600e-32  3.673046e-32 -1.801505e-33   
land                -3.614026e-31  7.458992e-31 -5.386538e-31 -1.367118e-31   
wrong_fragment       1.246539e-31 -1.139256e-33  8.511596e-33  1.059016e-32   
urgent              -4.992083e-32 -8.927124e-33 -1.200811e-32 -1.934534e-33   
hot                  1.177511e-31  1.015826e-32 -6.843832e-33 -5.216687e-33   
num_failed_logins    6.227261e-32 -8.918093e-34 -2.162072e-33  2.460933e-33   
logged_in           -4.777957e-30  1.113546e-32  4.422213e-32  2.932216e-32   
num_compromised     -3.761806e-32 -9.449836e-33  3.504970e-33 -4.931511e-33   
root_shell           8.834858e-32 -1.266730e-32 -1.601553e-31 -7.812279e-32   
su_attempted         6.121786e-31 -2.826494e-32 -2.131736e-31  1.611697e-32   
num_root             7.812644e-32  2.126190e-32  1.767418e-32  1.523327e-32   
num_file_creations  -7.159741e-32 -6.597123e-33 -2.310363e-32  3.993399e-33   
num_shells          -4.465529e-32 -2.314111e-32 -1.414289e-32 -1.225044e-32   
num_access_files    -1.659951e-32 -4.865568e-33  1.802697e-32 -1.274741e-33   
num_outbound_cmds    1.721455e-16  1.019117e-16  1.411262e-16  5.347783e-17   
is_host_login        3.443826e-30 -7.975841e-31  1.457578e-30 -3.853022e-31   
is_guest_login       4.003922e-31 -2.040865e-31  1.286024e-31  9.784968e-33   
count               -1.986251e-32 -8.387116e-33  5.591411e-33  4.193558e-33   
srv_count            8.955594e-32 -1.118282e-32 -2.236564e-32 -8.212384e-33   
serror_rate         -4.224642e-31 -1.397853e-32  1.677423e-32 -4.193558e-33   
srv_serror_rate     -2.106177e-32 -4.193558e-32 -3.354846e-32 -1.118282e-32   
rerror_rate         -2.189639e-31 -2.655920e-32 -1.397853e-33 -2.376349e-32   
srv_rerror_rate      2.497323e-31  1.258067e-32  2.096779e-32  1.677423e-32   
same_srv_rate       -1.890756e-31 -2.516135e-32 -1.397853e-32 -5.591411e-33   
diff_srv_rate        4.012588e-33  5.591411e-33  2.236564e-32  8.387116e-33   
srv_diff_host_rate   6.303821e-32  8.387116e-33 -2.795705e-33  2.096779e-32   
dst_host_count      -5.421171e-32 -5.591411e-33 -2.236564e-32 -4.892484e-33   
dst_host_srv_count   6.486625e-33 -2.795705e-32 -2.236564e-32 -1.397853e-32   
...                           ...           ...           ...           ...   
service__remote_job -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__rje        -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__shell      -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__smtp       -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__sql_net    -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__ssh        -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__sunrpc     -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__supdup     -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__systat     -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__telnet     -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__tftp_u     -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__tim_i      -1.116395e-16  1.818735e-17  1.775585e-17 -7.167576e-17   
service__time       -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__urh_i      -1.116395e-16  1.818735e-17  1.775585e-17 -7.167576e-17   
service__urp_i      -1.116395e-16  1.818735e-17  1.775585e-17 -7.167576e-17   
service__uucp       -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__uucp_path  -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__vmnet      -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
service__whois      -5.511403e-17  1.536557e-17 -1.430782e-18  4.943168e-18   
flag__OTH            9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__REJ            9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__RSTO           9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__RSTOS0         9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__RSTR           9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__S0             9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__S1             9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__S2             9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__S3             9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__SF             9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   
flag__SH             9.135232e-17  3.428072e-17 -4.038339e-17 -5.053932e-18   

                            PC122  
duration             0.000000e+00  
src_bytes            5.001848e-32  
dst_bytes            6.149434e-32  
land                -6.637345e-31  
wrong_fragment       1.287733e-32  
urgent              -5.973696e-33  
hot                  4.772677e-33  
num_failed_logins   -1.942367e-33  
logged_in           -3.145352e-31  
num_compromised      1.747556e-32  
root_shell           1.255650e-33  
su_attempted         4.400821e-32  
num_root            -1.540004e-32  
num_file_creations   1.224028e-34  
num_shells           2.909354e-32  
num_access_files    -8.911601e-33  
num_outbound_cmds   -7.698178e-17  
is_host_login        6.897439e-31  
is_guest_login       9.213930e-32  
count               -2.106041e-32  
srv_count            2.895807e-32  
serror_rate         -3.948827e-33  
srv_serror_rate      3.422317e-32  
rerror_rate         -1.776972e-32  
srv_rerror_rate      1.382090e-32  
same_srv_rate       -1.184648e-32  
diff_srv_rate        1.053021e-32  
srv_diff_host_rate  -1.316276e-32  
dst_host_count       1.316276e-33  
dst_host_srv_count   3.159062e-32  
...                           ...  
service__remote_job  1.603856e-17  
service__rje         1.603856e-17  
service__shell       1.603856e-17  
service__smtp        1.603856e-17  
service__sql_net     1.603856e-17  
service__ssh         1.603856e-17  
service__sunrpc      1.603856e-17  
service__supdup      1.603856e-17  
service__systat      1.603856e-17  
service__telnet      1.603856e-17  
service__tftp_u      1.603856e-17  
service__tim_i       5.576076e-19  
service__time        1.603856e-17  
service__urh_i       5.576076e-19  
service__urp_i       5.576076e-19  
service__uucp        1.603856e-17  
service__uucp_path   1.603856e-17  
service__vmnet       1.603856e-17  
service__whois       1.603856e-17  
flag__OTH           -2.401319e-17  
flag__REJ           -2.401319e-17  
flag__RSTO          -2.401319e-17  
flag__RSTOS0        -2.401319e-17  
flag__RSTR          -2.401319e-17  
flag__S0            -2.401319e-17  
flag__S1            -2.401319e-17  
flag__S2            -2.401319e-17  
flag__S3            -2.401319e-17  
flag__SF            -2.401319e-17  
flag__SH            -2.401319e-17  

[122 rows x 122 columns] 

#Print out Eigenvectors
print('\nEigenvectors (Linear Coefficients):')
print(pd.DataFrame(eigvec,columns=PCs,index=colnames),'\n')

var_expln= pca.explained_variance_ratio_ * 100
eigval = -np.sort(-eigval) #descending
npc = 6 # display-1
print("Eigenvalues   :",eigval[0:npc])
print("%Explained_Var:",var_expln[0:npc])
print("%Cumulative   :",np.cumsum(var_expln[0:npc]))
print('\n')

Eigenvectors (Linear Coefficients):
                              PC1           PC2           PC3       PC4  \
duration            -1.739660e-02  1.067489e-01  2.210299e-01 -0.103475   
src_bytes           -2.894212e-01 -8.724596e-02  3.596009e-02  0.100810   
dst_bytes           -2.637218e-01 -9.480473e-02  3.510963e-02  0.257932   
land                 1.845515e-05 -4.287476e-05  7.740959e-06 -0.000609   
wrong_fragment      -4.756608e-03  9.322007e-03  2.231306e-04 -0.036272   
urgent              -2.455074e-03  8.436211e-04  1.053374e-01  0.004332   
hot                 -3.052172e-02 -6.276681e-03  5.326342e-02  0.053438   
num_failed_logins   -2.399929e-03  1.910104e-03  7.064852e-02  0.000834   
logged_in           -1.212942e-01 -4.407235e-02  1.486059e-02  0.092755   
num_compromised     -1.020603e-02  1.619481e-03  5.759762e-01  0.056171   
root_shell          -4.313181e-04 -1.070275e-05  1.280088e-02  0.001281   
su_attempted        -3.247828e-04  6.009603e-05  2.332981e-02  0.002308   
num_root            -1.120789e-02  1.733518e-03  5.538708e-01  0.044338   
num_file_creations  -5.908586e-03  4.504203e-04  1.445071e-01  0.012713   
num_shells          -2.256071e-03  1.259691e-04  5.846517e-02 -0.001508   
num_access_files    -7.020642e-03  1.138251e-03  4.816680e-01  0.049535   
num_outbound_cmds    0.000000e+00  0.000000e+00  5.293956e-23 -0.000000   
is_host_login       -8.342225e-07  4.948830e-07  5.859062e-05  0.000007   
is_guest_login      -2.214251e-03 -3.628289e-04  4.295910e-03  0.004079   
count                2.203796e-01  2.238572e-02 -5.524235e-02  0.130410   
srv_count           -4.294590e-02 -3.156791e-02 -6.472863e-02  0.084250   
serror_rate          2.969347e-01 -2.028878e-01  7.685910e-03 -0.043617   
srv_serror_rate      2.959141e-01 -2.054161e-01  7.400739e-03 -0.044012   
rerror_rate          6.909710e-02  4.140126e-01 -2.870049e-02  0.082039   
srv_rerror_rate      6.825135e-02  4.143555e-01 -2.873692e-02  0.085126   
same_srv_rate       -3.218255e-01 -1.038982e-02  1.294275e-02 -0.052766   
diff_srv_rate        1.045419e-01  1.536132e-01  1.387648e-02  0.028769   
srv_diff_host_rate  -1.132659e-01 -1.161358e-03 -1.690398e-02 -0.366064   
dst_host_count       1.951540e-01 -1.452987e-02 -1.126287e-02  0.307924   
dst_host_srv_count  -2.747877e-01 -8.455534e-02 -8.602572e-02  0.210665   
...                           ...           ...           ...       ...   
service__remote_job  2.474734e-04  1.332687e-04 -1.490049e-05  0.000014   
service__rje         2.668831e-04  1.557572e-04 -1.606952e-05 -0.000012   
service__shell       2.002015e-04 -4.280055e-06  3.028627e-05 -0.000035   
service__smtp       -1.417202e-02 -4.574499e-03  2.449607e-03 -0.002347   
service__sql_net     8.260588e-04  1.087828e-04 -6.406768e-05  0.000198   
service__ssh         1.037592e-03 -5.581046e-05 -4.130823e-05  0.000032   
service__sunrpc      1.345954e-03 -9.816357e-05 -9.613491e-05  0.000288   
service__supdup      1.957913e-03 -3.163482e-04 -1.256946e-04  0.000351   
service__systat      1.709125e-03 -1.366487e-04 -1.361825e-04  0.000392   
service__telnet      3.052788e-03 -1.695778e-03  2.199145e-02 -0.001104   
service__tftp_u      1.443774e-06  1.056884e-06  1.702870e-07 -0.000007   
service__tim_i      -1.036255e-05  2.779364e-07  2.844438e-06 -0.000046   
service__time        1.938953e-03 -5.520202e-05 -1.633296e-04  0.000102   
service__urh_i      -5.173166e-06  3.257596e-06  2.923633e-06 -0.000026   
service__urp_i       5.583253e-05  2.814152e-04  1.410087e-04 -0.000272   
service__uucp        2.611423e-03 -1.439699e-04 -1.352967e-04  0.000437   
service__uucp_path   2.462448e-03 -1.477094e-04 -2.155645e-04  0.000628   
service__vmnet       2.212537e-03 -1.527494e-04 -1.884310e-04  0.000536   
service__whois       2.477329e-03 -2.033889e-04 -1.924228e-04  0.000508   
flag__OTH           -1.260406e-06  1.013143e-04  4.048443e-05 -0.000216   
flag__REJ            1.762503e-02  9.969153e-02 -1.428627e-02  0.028374   
flag__RSTO           2.456684e-03  1.237019e-02 -1.378585e-03  0.006305   
flag__RSTOS0         2.704941e-04  3.459002e-04  5.874616e-05 -0.000191   
flag__RSTR           2.046166e-03  2.251370e-02  6.146545e-03 -0.007503   
flag__S0             1.322813e-01 -9.118013e-02  1.126042e-03 -0.018172   
flag__S1            -3.102275e-04 -6.034031e-04  1.489192e-03  0.000268   
flag__S2            -1.545351e-04 -2.097629e-04  2.416802e-05 -0.000080   
flag__S3            -5.062712e-05 -5.647700e-05  9.148002e-05 -0.000014   
flag__SF            -1.549052e-01 -4.284693e-02  6.164446e-03 -0.005961   
flag__SH             7.421693e-04 -1.259377e-04  5.237493e-04 -0.002809   

                          PC5           PC6           PC7       PC8  \
duration             0.124897 -4.697887e-01  9.622359e-02 -0.097832   
src_bytes            0.092260 -1.602422e-01 -2.382730e-02  0.006649   
dst_bytes           -0.154888 -1.414838e-01  7.934344e-04  0.009342   
land                -0.000183  2.094795e-04  6.489572e-05 -0.000054   
wrong_fragment       0.161530 -6.181307e-02 -1.373449e-01  0.119204   
urgent               0.001444  6.395440e-03  4.204891e-01  0.538933   
hot                 -0.026436 -3.283461e-01  9.487381e-02 -0.211962   
num_failed_logins   -0.001675 -1.944083e-02  4.560629e-01  0.519537   
logged_in           -0.122430 -7.225906e-02 -1.799048e-02  0.011057   
num_compromised     -0.002646  1.495916e-01 -4.206132e-02  0.012502   
root_shell          -0.000335  3.143536e-03  6.308196e-04 -0.001759   
su_attempted        -0.000149  7.357261e-03 -4.135906e-03  0.001672   
num_root             0.000072  1.660066e-01 -7.296209e-02  0.021757   
num_file_creations   0.003506 -1.226445e-01  4.909308e-01 -0.318848   
num_shells           0.000257 -3.424403e-02  4.085018e-01 -0.429474   
num_access_files    -0.002139  1.754455e-01 -2.069709e-01 -0.063672   
num_outbound_cmds   -0.000000 -5.421011e-20 -1.110223e-16  0.000000   
is_host_login        0.000002  6.371939e-06 -1.404399e-05  0.000005   
is_guest_login      -0.001706 -3.012594e-02  7.353103e-03 -0.017185   
count                0.367092  2.308893e-01  6.576536e-02 -0.042978   
srv_count            0.617831  2.924416e-01  1.192063e-01 -0.088660   
serror_rate         -0.097085  2.015698e-02  2.195341e-02 -0.016720   
srv_serror_rate     -0.100000  2.231925e-02  2.525658e-02 -0.020403   
rerror_rate         -0.110334  1.068469e-01  5.512670e-02 -0.041836   
srv_rerror_rate     -0.109132  1.032871e-01  5.237175e-02 -0.039807   
same_srv_rate        0.062172 -3.087246e-02  2.202347e-02 -0.022164   
diff_srv_rate        0.087478 -2.114708e-01 -2.371048e-01  0.206799   
srv_diff_host_rate  -0.139284  1.500753e-01 -8.876484e-03 -0.001118   
dst_host_count       0.254404 -8.872581e-02 -1.694032e-02  0.009795   
dst_host_srv_count  -0.026796  1.728914e-01  5.942345e-03  0.013827   
...                       ...           ...           ...       ...   
service__remote_job -0.000065  7.161177e-05  3.464858e-05 -0.000029   
service__rje        -0.000104  9.109435e-05  4.503601e-05 -0.000037   
service__shell      -0.000070 -8.139253e-05 -3.958466e-05  0.000025   
service__smtp       -0.018118 -2.009450e-02 -1.224475e-02  0.007883   
service__sql_net    -0.000304  3.164496e-04  1.814355e-04 -0.000151   
service__ssh        -0.000357  3.317627e-04  2.367749e-04 -0.000193   
service__sunrpc     -0.000296  5.801492e-04  3.704846e-04 -0.000303   
service__supdup     -0.000511  7.824329e-04  4.744103e-04 -0.000384   
service__systat     -0.000385  8.164937e-04  4.783794e-04 -0.000385   
service__telnet     -0.004848 -5.375535e-03  1.620801e-02 -0.004304   
service__tftp_u      0.000002 -4.660439e-06 -7.086451e-06  0.000006   
service__tim_i       0.000017 -1.577970e-05 -9.181326e-06  0.000004   
service__time       -0.000685  1.029342e-03  6.028842e-04 -0.000488   
service__urh_i       0.000024 -3.646328e-05 -3.283609e-05  0.000025   
service__urp_i       0.002183 -3.027715e-03 -3.355194e-03  0.002754   
service__uucp       -0.001744  7.375034e-04  5.987986e-04 -0.000523   
service__uucp_path  -0.000558  1.282280e-03  7.627728e-04 -0.000617   
service__vmnet      -0.000507  1.142491e-03  6.877115e-04 -0.000557   
service__whois      -0.000640  1.184976e-03  6.980269e-04 -0.000562   
flag__OTH            0.000110 -3.078708e-04 -1.325021e-04  0.000068   
flag__REJ           -0.034579  5.082184e-02  7.029575e-03 -0.003334   
flag__RSTO          -0.004756  7.420783e-03  4.977185e-03 -0.003032   
flag__RSTOS0         0.000134 -3.761898e-04 -2.208896e-04  0.000164   
flag__RSTR           0.003582 -2.322861e-02  5.404446e-03 -0.006691   
flag__S0            -0.043394  1.406733e-02  1.170610e-02 -0.009195   
flag__S1            -0.001619 -4.421875e-04  7.659350e-04 -0.000642   
flag__S2            -0.000578 -1.858614e-04  4.929678e-05 -0.000146   
flag__S3            -0.000130 -1.895134e-04  1.064979e-04 -0.000093   
flag__SF             0.080552 -4.492719e-02 -2.847769e-02  0.022078   
flag__SH             0.000677 -2.652528e-03 -1.207956e-03  0.000823   

                              PC9          PC10          PC11          PC12  \
duration            -1.475646e-01 -1.776235e-01 -3.953497e-01  6.318200e-02   
src_bytes           -3.662086e-02  2.319129e-02  7.253685e-02 -1.458235e-02   
dst_bytes           -7.041060e-02  6.410670e-02 -2.525859e-02 -1.438495e-03   
land                -9.178608e-05 -2.053228e-05  9.742041e-05 -2.760141e-05   
wrong_fragment       8.537512e-01 -2.755720e-01  1.262873e-01 -3.740992e-02   
urgent              -1.430811e-02 -2.939106e-02  1.300266e-01  6.897040e-01   
hot                 -2.530663e-01 -4.948591e-01  6.344827e-01 -5.932719e-02   
num_failed_logins   -1.750267e-02 -3.798667e-02  1.141373e-02 -6.884177e-01   
logged_in           -1.430416e-02  3.544839e-02  1.689112e-02 -5.256847e-04   
num_compromised     -1.512717e-03 -5.908590e-03  2.574361e-02  4.959352e-03   
root_shell           9.433157e-04  1.350034e-03  2.128334e-03  7.153507e-04   
su_attempted        -5.546880e-04 -8.267407e-04  1.170567e-03 -4.156834e-04   
num_root             1.172370e-02  1.123351e-02  5.811620e-02  1.343417e-02   
num_file_creations   1.490914e-01  1.997941e-01 -2.148619e-01 -1.017051e-01   
num_shells           2.733505e-01  3.838733e-01  3.006954e-01  9.157741e-02   
num_access_files    -1.382999e-02 -1.364213e-02  1.244466e-02 -7.964933e-02   
num_outbound_cmds   -1.387779e-17  4.163336e-17 -1.665335e-16  2.775558e-17   
is_host_login       -8.180429e-07  1.569275e-06 -6.678412e-07  4.605466e-06   
is_guest_login      -2.333604e-02 -4.568626e-02  5.564677e-02 -5.736030e-03   
count               -1.467849e-01  4.280047e-02  1.284551e-01 -2.863856e-02   
srv_count           -1.532876e-01 -7.089161e-02  3.353655e-02 -1.024420e-02   
serror_rate         -1.532774e-02 -2.153415e-02 -4.566454e-02  9.459768e-03   
srv_serror_rate     -2.571625e-02 -2.341375e-02 -5.083581e-02  1.162524e-02   
rerror_rate         -1.520261e-02 -7.554063e-02 -3.563278e-02  5.324906e-03   
srv_rerror_rate     -1.766168e-02 -6.933956e-02 -2.917638e-02  4.027882e-03   
same_srv_rate        2.666235e-02 -8.698584e-02 -9.783827e-02  2.118273e-02   
diff_srv_rate       -7.513031e-02  5.634088e-01  3.421103e-01 -8.201184e-02   
srv_diff_host_rate  -4.359767e-02  8.225650e-02  1.810666e-01 -5.558336e-02   
dst_host_count       3.319701e-02 -2.257612e-02 -6.224859e-02  3.580703e-03   
dst_host_srv_count  -1.473984e-02  9.008361e-02 -1.013525e-01  1.346013e-02   
...                           ...           ...           ...           ...   
service__remote_job -5.301675e-05 -2.845501e-05  4.550414e-06  4.921572e-06   
service__rje        -4.650564e-05 -5.133290e-05  3.168868e-06  5.082226e-06   
service__shell      -1.614189e-05  5.222494e-05 -4.385748e-05  1.435953e-05   
service__smtp        1.075172e-03  1.771594e-02  1.237506e-02 -4.579714e-03   
service__sql_net    -7.767935e-05 -2.834815e-04 -4.997530e-05  1.880441e-05   
service__ssh        -1.932170e-04 -3.125808e-04 -7.976830e-05  2.454229e-05   
service__sunrpc     -2.398154e-04 -5.162765e-04 -7.448113e-05  2.418054e-05   
service__supdup     -3.287510e-04 -6.174090e-04 -4.305075e-05  1.772523e-05   
service__systat     -3.396131e-04 -6.022295e-04  3.504234e-05  3.389665e-07   
service__telnet      1.595925e-03  1.226976e-03 -1.054764e-02 -4.884175e-03   
service__tftp_u      7.579336e-06  6.538441e-06  1.216337e-05 -1.919654e-06   
service__tim_i       9.334600e-06 -7.155892e-06  2.783922e-06  3.877459e-06   
service__time       -2.696657e-04 -9.295585e-04 -1.201026e-04  6.027345e-05   
service__urh_i       1.875589e-05  3.743218e-05  3.367121e-05 -5.107691e-06   
service__urp_i       6.268863e-04  5.928727e-03  5.443750e-03 -1.247557e-03   
service__uucp        2.442046e-04 -1.480831e-03 -7.161983e-04  1.780604e-04   
service__uucp_path  -4.707808e-04 -1.022102e-03  5.252656e-06  1.149175e-05   
service__vmnet      -4.278440e-04 -9.259516e-04 -3.709049e-06  1.430008e-05   
service__whois      -4.589831e-04 -9.088959e-04  4.110451e-05  2.796930e-06   
flag__OTH            7.288534e-05 -5.791154e-06 -6.025285e-05  5.918937e-05   
flag__REJ            3.453764e-04  4.419227e-03  3.133049e-02 -6.459743e-03   
flag__RSTO           8.368957e-04 -8.421088e-03 -2.413204e-04 -1.090581e-03   
flag__RSTOS0        -1.860745e-04  4.941114e-04  4.736653e-05 -2.165309e-06   
flag__RSTR          -6.225904e-03 -1.894551e-02 -4.197542e-02  9.121270e-03   
flag__S0            -1.140933e-02 -1.284537e-02 -1.975660e-02  4.636141e-03   
flag__S1             2.812877e-04  9.491362e-04 -8.424722e-04 -1.791124e-04   
flag__S2            -2.757106e-04 -2.755619e-04  2.637487e-04  4.801038e-06   
flag__S3            -1.716329e-05  1.508460e-05 -1.950819e-04  5.065949e-06   
flag__SF             1.657345e-02  3.320258e-02  3.366128e-02 -6.845644e-03   
flag__SH             4.288073e-06  1.413186e-03 -2.231741e-03  7.507778e-04   

                             PC13          PC14          PC15          PC16  \
duration             1.619458e-01  1.976057e-01  2.900404e-01 -3.445942e-02   
src_bytes           -3.694228e-02  2.317586e-02 -1.844674e-01 -2.209681e-01   
dst_bytes           -1.222113e-02  2.121971e-03  3.498007e-01 -5.176463e-02   
land                -8.772779e-05 -1.366257e-04  5.514882e-04  1.812298e-04   
wrong_fragment      -1.054838e-01 -1.333275e-02  2.239791e-01 -8.869781e-02   
urgent              -7.788370e-02  1.890149e-02  2.067477e-02  9.569242e-02   
hot                 -1.126971e-01 -8.280493e-02  8.345386e-02  7.716777e-02   
num_failed_logins    1.923178e-01  5.190498e-03  4.295296e-03  3.038621e-02   
logged_in           -9.444193e-03 -2.387636e-02  2.132095e-02 -1.244894e-01   
num_compromised      1.821113e-02 -3.488964e-04  1.183835e-02 -1.600773e-01   
root_shell           2.012724e-03 -7.744073e-04  5.886758e-04 -2.475893e-03   
su_attempted         5.372234e-04 -2.451019e-04  1.217073e-04 -3.818727e-03   
num_root             3.165363e-02 -3.502276e-02 -1.538023e-01 -2.962097e-01   
num_file_creations  -6.910836e-01 -8.234840e-02 -6.759172e-02  4.002171e-02   
num_shells           5.614283e-01  5.291563e-02  2.790695e-02  4.282393e-02   
num_access_files    -1.246430e-02  2.232041e-02  1.252834e-01  5.222928e-01   
num_outbound_cmds   -2.220446e-16  1.110223e-16 -2.775558e-17 -5.551115e-17   
is_host_login        1.241618e-05  3.142414e-07 -1.359793e-05 -1.130412e-04   
is_guest_login      -8.550553e-03 -6.856039e-03  7.627034e-03  8.806084e-03   
count               -8.733173e-02 -1.880174e-02  2.703986e-01 -2.699748e-01   
srv_count           -2.913963e-02 -2.014802e-02  1.535086e-01 -1.064315e-01   
serror_rate          1.843844e-02 -3.247448e-02  1.470356e-01 -5.089236e-02   
srv_serror_rate      2.259506e-02 -3.506752e-02  1.377039e-01 -4.417153e-02   
rerror_rate          1.394956e-02  1.625658e-02  2.218743e-02 -1.796495e-02   
srv_rerror_rate      1.054157e-02  2.105757e-02  2.595866e-02 -2.008234e-02   
same_srv_rate        5.715532e-02 -3.085675e-02  4.467223e-02  1.322584e-02   
diff_srv_rate       -1.919663e-01 -7.763014e-02  1.934385e-02  6.724718e-02   
srv_diff_host_rate  -1.806910e-01  8.060060e-01  1.659921e-01 -1.547405e-01   
dst_host_count       1.133087e-02  3.731733e-01 -1.143333e-01  4.798703e-01   
dst_host_srv_count   2.077392e-02 -2.037802e-02  3.051927e-01  1.253246e-01   
...                           ...           ...           ...           ...   
service__remote_job  2.410824e-06 -5.397463e-05  9.554778e-05 -7.560071e-05   
service__rje         1.385728e-06 -1.162684e-04  1.561861e-04  1.418987e-05   
service__shell       3.995208e-05  2.795392e-05 -1.143791e-04  2.285219e-05   
service__smtp       -1.403665e-02  8.919246e-02 -2.823228e-02 -6.145790e-02   
service__sql_net     2.867995e-05  2.480660e-04 -3.011229e-04  1.476107e-05   
service__ssh         3.224006e-05 -9.220234e-05  3.981571e-04 -2.076347e-04   
service__sunrpc      1.895179e-05  3.839792e-04  9.102022e-05 -5.368200e-04   
service__supdup     -1.245604e-05  4.805619e-04  1.133431e-04 -5.861627e-04   
service__systat     -6.031385e-05  4.535528e-04  1.431325e-04 -8.064627e-04   
service__telnet     -8.531803e-03 -5.489049e-03  5.469033e-03 -4.710105e-03   
service__tftp_u     -2.937557e-06 -1.162086e-05 -6.202185e-05  3.732664e-06   
service__tim_i       1.665989e-05 -6.971773e-05 -2.214558e-04 -5.814910e-05   
service__time        1.207170e-04 -4.329517e-04 -2.967525e-04 -1.104044e-03   
service__urh_i      -5.065360e-06 -3.131636e-05 -2.343300e-04  5.115503e-05   
service__urp_i      -2.608144e-03  1.233038e-03 -1.725110e-02  7.544789e-03   
service__uucp        4.626351e-04  1.075326e-03 -2.625261e-03  1.673493e-03   
service__uucp_path  -6.819664e-05  7.360035e-04  2.117305e-04 -1.189257e-03   
service__vmnet      -5.277507e-05  6.118739e-04  2.470603e-04 -1.198286e-03   
service__whois      -8.340901e-05  5.487618e-04  3.044396e-04 -1.037149e-03   
flag__OTH            1.683720e-04 -2.992028e-04 -2.850021e-04  8.221144e-05   
flag__REJ           -2.065256e-02 -1.206362e-02  6.436258e-03 -4.427335e-03   
flag__RSTO          -5.808088e-05  4.797678e-03 -1.232283e-02  1.727871e-04   
flag__RSTOS0         3.538794e-05 -1.434435e-04 -6.224606e-04  1.655382e-04   
flag__RSTR           2.477815e-02  1.143775e-02  1.423555e-02 -1.572652e-03   
flag__S0             1.032304e-02 -8.857593e-03  5.667814e-02 -1.226419e-02   
flag__S1            -1.986909e-03 -2.097689e-03  1.003137e-03 -4.757170e-03   
flag__S2            -4.454658e-06  5.989935e-05  1.034910e-03 -9.104978e-04   
flag__S3            -1.281683e-04 -1.144441e-04 -3.039874e-05 -4.964104e-04   
flag__SF            -1.438599e-02  1.111163e-02 -6.916142e-02  2.605466e-02   
flag__SH             1.911210e-03 -3.830963e-03  3.034128e-03 -2.046934e-03   

                             PC17          PC18          PC19          PC20  \
duration            -5.474781e-02  7.766761e-02  4.672192e-01 -5.196113e-02   
src_bytes            1.516167e-01 -2.682449e-01  1.049375e-01  3.019955e-01   
dst_bytes           -5.791575e-02 -6.561895e-02  7.758245e-02  1.065237e-01   
land                -3.157502e-04  6.478227e-05  1.078938e-04  2.296882e-04   
wrong_fragment       3.398661e-02  9.284994e-02  1.176027e-01  8.341304e-02   
urgent               1.046074e-01 -2.002634e-02  5.751803e-03  1.562782e-03   
hot                 -8.536115e-03  1.908239e-01 -1.562056e-01 -1.477969e-02   
num_failed_logins    4.413445e-02  2.253297e-03 -2.589711e-02  3.505743e-03   
logged_in            6.183304e-02 -9.459846e-02 -3.948671e-03  2.467859e-01   
num_compromised     -2.330774e-01  8.163034e-02  3.824119e-02 -7.597529e-03   
root_shell          -3.349973e-03  1.785097e-03  2.072647e-04  3.578401e-04   
su_attempted        -5.852280e-03  2.823051e-03 -9.683712e-04 -1.012167e-04   
num_root            -3.137545e-01  1.032615e-01 -1.461982e-01  6.669759e-03   
num_file_creations   3.312682e-02  3.810024e-02 -9.047281e-02 -3.726547e-03   
num_shells           3.685456e-02 -3.011798e-02  1.294730e-02  1.239138e-03   
num_access_files     5.963454e-01 -1.517165e-01  2.173707e-02  7.242068e-03   
num_outbound_cmds    1.110223e-16  2.775558e-16  2.775558e-17 -1.110223e-16   
is_host_login       -1.434596e-04  1.542614e-05 -3.907862e-05 -3.155074e-06   
is_guest_login      -1.675157e-03  1.558438e-02 -1.143137e-02 -7.435667e-03   
count                1.126557e-01 -1.415204e-01  1.080157e-01  3.087272e-01   
srv_count            2.529000e-02 -5.008278e-02  5.213994e-02 -2.340109e-01   
serror_rate          3.372416e-02  9.258231e-02 -5.363304e-02  8.781106e-03   
srv_serror_rate      3.158404e-02  9.361393e-02 -4.948895e-02  2.109071e-03   
rerror_rate          2.139129e-02  6.867999e-02  2.434320e-02 -1.991337e-03   
srv_rerror_rate      2.187898e-02  6.843138e-02  2.716822e-02  6.141681e-03   
same_srv_rate       -2.467810e-02 -5.003996e-02 -2.191300e-01 -1.999483e-01   
diff_srv_rate       -2.041193e-02  3.324483e-01  3.348286e-01 -6.784681e-02   
srv_diff_host_rate   5.909008e-02  3.235620e-02 -9.681657e-02 -3.525522e-03   
dst_host_count      -4.037887e-01 -7.561192e-03 -1.600276e-01  4.145031e-01   
dst_host_srv_count  -8.527595e-02  3.259705e-01 -1.445967e-01  8.211355e-02   
...                           ...           ...           ...           ...   
service__remote_job -2.273166e-06 -2.591018e-04 -1.425375e-04  3.220317e-04   
service__rje        -1.364346e-04 -4.330289e-04 -1.867431e-04  2.250778e-04   
service__shell      -2.467806e-05  1.196781e-04 -1.380161e-04 -1.066208e-04   
service__smtp        4.228533e-02 -1.076612e-01  5.247897e-03 -1.766971e-02   
service__sql_net     3.053598e-05 -7.025880e-05  2.913439e-04  7.927843e-04   
service__ssh        -1.580655e-04 -9.226986e-04  4.385156e-04  1.018800e-03   
service__sunrpc      2.324151e-04 -6.753403e-04  6.837499e-04  2.092531e-03   
service__supdup      2.512252e-04 -5.760228e-04  1.207996e-03  2.606594e-03   
service__systat      3.777742e-04 -7.391013e-04  1.353418e-03  2.897233e-03   
service__telnet     -1.654609e-02 -7.277451e-03  2.792866e-02 -1.435332e-02   
service__tftp_u      1.002902e-05 -2.213708e-05  4.539175e-05 -1.323771e-04   
service__tim_i       1.245107e-04 -1.538854e-05  3.049306e-05 -1.142109e-04   
service__time        6.907392e-04 -1.532217e-03  1.800057e-03  8.009110e-05   
service__urh_i       1.304361e-05 -5.481769e-05  4.852351e-05 -2.295471e-04   
service__urp_i      -2.814958e-03  5.269064e-04  1.500761e-02 -4.303431e-03   
service__uucp       -7.389092e-04  1.331215e-04  9.065822e-04 -8.974899e-04   
service__uucp_path   5.120231e-04 -1.293665e-03  1.820265e-03  4.486480e-03   
service__vmnet       5.518835e-04 -1.246316e-03  1.574220e-03  4.009911e-03   
service__whois       3.363710e-04 -1.413120e-03  1.830869e-03  3.967286e-03   
flag__OTH            1.557076e-04 -4.455160e-04 -2.194479e-03 -6.051127e-04   
flag__REJ            9.022578e-04  1.244441e-02  1.511446e-02 -8.546182e-03   
flag__RSTO          -2.005295e-04 -6.457116e-03  1.153742e-02  6.807078e-03   
flag__RSTOS0         4.334085e-04  1.689102e-03  9.083396e-04  1.187753e-03   
flag__RSTR           6.153836e-03  1.697800e-02 -1.858486e-02 -2.939342e-04   
flag__S0             1.137591e-02  4.136392e-02  1.855676e-04 -2.497281e-03   
flag__S1            -5.347035e-04  6.884671e-04 -2.984740e-03  4.154644e-04   
flag__S2             7.584761e-04  1.302394e-03 -7.994703e-04  1.247480e-04   
flag__S3             2.754736e-04 -1.836270e-05  1.332088e-04  1.334016e-04   
flag__SF            -2.283719e-02 -6.844724e-02  1.728370e-02  6.206618e-03   
flag__SH             3.517352e-03  9.019435e-04 -2.059915e-02 -2.932553e-03   

                             PC21          PC22          PC23          PC24  \
duration            -5.963177e-02 -1.501634e-01  1.387320e-01  4.577979e-02   
src_bytes           -3.032503e-01  7.066063e-02  2.144328e-01  4.080324e-01   
dst_bytes            2.536812e-01  4.135812e-02 -5.662176e-01 -8.501845e-02   
land                -9.772394e-04  2.261577e-04 -3.649994e-04 -3.982241e-05   
wrong_fragment      -5.515598e-02 -7.606496e-03 -3.988600e-03 -4.347397e-02   
urgent              -1.158027e-02 -1.935875e-02 -6.138864e-05  7.504897e-04   
hot                  7.949786e-03 -1.026915e-02  4.811037e-02  1.072648e-02   
num_failed_logins   -2.844446e-03 -1.461470e-02  2.095224e-03  2.157171e-03   
logged_in           -8.623556e-02  1.609225e-02 -8.046814e-02 -4.361706e-02   
num_compromised      1.858714e-01  6.942300e-01  1.653485e-01  8.530098e-03   
root_shell           2.655083e-03  6.055098e-03 -1.074603e-03 -1.425312e-04   
su_attempted         2.954830e-03  9.953236e-03  1.405488e-03  6.324316e-04   
num_root            -1.451187e-01 -6.036244e-01 -1.395341e-01  6.231071e-04   
num_file_creations   1.175074e-02 -1.414838e-02  2.780722e-04 -5.824980e-03   
num_shells          -8.506902e-03 -4.758714e-03  1.286987e-03  9.919023e-04   
num_access_files    -4.051546e-02 -1.017711e-01 -1.849754e-02 -6.076177e-03   
num_outbound_cmds   -1.890849e-16  2.220446e-16  1.535230e-16  2.775558e-17   
is_host_login        2.750528e-05  1.047083e-04  1.335747e-06 -2.268169e-05   
is_guest_login       3.977860e-03 -6.655157e-03 -9.497487e-05 -1.324860e-02   
count                3.350646e-01 -1.644997e-01  2.336093e-01  1.236381e-02   
srv_count           -3.298035e-01  1.238398e-01 -3.160815e-01 -6.691984e-02   
serror_rate         -1.492340e-01  2.751885e-02  1.299171e-02  5.624730e-02   
srv_serror_rate     -1.540518e-01  2.763929e-02  1.643409e-03  5.241747e-02   
rerror_rate         -1.391695e-01  4.199509e-02 -3.575632e-02  2.366410e-02   
srv_rerror_rate     -1.458986e-01  4.609042e-02 -4.913127e-02  4.657237e-02   
same_srv_rate       -3.944785e-01  1.182941e-01  6.903915e-02 -1.996301e-01   
diff_srv_rate       -2.220696e-01  2.862102e-02 -1.415536e-02 -3.624114e-02   
srv_diff_host_rate  -2.873990e-02  1.126458e-03 -3.482430e-02 -6.588503e-03   
dst_host_count      -1.286105e-01  4.791657e-02 -3.638636e-02 -2.093181e-02   
dst_host_srv_count  -7.421443e-02 -7.953026e-02  2.581657e-01  1.586210e-01   
...                           ...           ...           ...           ...   
service__remote_job  1.779737e-04 -5.734398e-05  4.360115e-04 -1.583952e-03   
service__rje        -7.902231e-05  1.336279e-05  4.113991e-04 -1.705903e-03   
service__shell      -5.454600e-04  1.150529e-05 -2.567426e-05 -1.392017e-03   
service__smtp       -5.884753e-02  3.430756e-02  1.075346e-03  1.049842e-01   
service__sql_net     3.364538e-04 -1.346094e-04  1.028574e-03 -4.966459e-03   
service__ssh         4.738860e-04 -4.700170e-04  1.634829e-03 -6.068734e-03   
service__sunrpc      2.191463e-03 -1.170289e-03  3.158355e-03 -7.707976e-03   
service__supdup      2.339905e-03 -1.433859e-03  4.361044e-03 -1.048275e-02   
service__systat      3.161798e-03 -1.704313e-03  4.313285e-03 -8.904869e-03   
service__telnet     -1.237273e-02  4.844423e-02 -9.742515e-03 -4.683010e-02   
service__tftp_u      1.927415e-04 -5.207490e-05 -5.848628e-06 -1.077525e-04   
service__tim_i       1.061447e-04  4.826946e-05  1.356671e-04 -3.201687e-05   
service__time        5.640184e-03 -2.674677e-03  6.410286e-03 -1.569564e-02   
service__urh_i       3.860543e-05  4.551863e-05  1.252288e-04 -3.747478e-04   
service__urp_i      -1.195235e-03  2.077855e-03  4.414839e-03 -1.270971e-02   
service__uucp       -2.958769e-03  1.623011e-03 -1.829073e-03 -1.741866e-02   
service__uucp_path   5.089923e-03 -2.674279e-03  6.825371e-03 -1.296653e-02   
service__vmnet       4.784611e-03 -2.459758e-03  6.190191e-03 -1.148986e-02   
service__whois       4.320126e-03 -2.419739e-03  6.404482e-03 -1.306351e-02   
flag__OTH            1.050432e-03  4.303858e-04 -6.894170e-04 -1.808362e-03   
flag__REJ           -1.154028e-03 -1.813872e-03  5.578695e-02  3.549827e-02   
flag__RSTO           1.379678e-02 -2.004295e-03 -8.051082e-03 -3.009598e-02   
flag__RSTOS0        -6.644161e-04  6.496897e-04 -3.185130e-03  2.435396e-03   
flag__RSTR          -5.970539e-02  1.769776e-02 -5.755992e-02  4.838288e-03   
flag__S0            -5.420618e-02 -2.746060e-03  2.314226e-02  1.095905e-02   
flag__S1            -7.072119e-03  5.495966e-03 -5.563897e-03  2.321741e-03   
flag__S2            -3.555323e-03  9.353838e-05  2.630499e-03  2.440105e-03   
flag__S3            -1.328313e-03  3.436002e-04  5.717030e-04  1.070174e-03   
flag__SF             1.184271e-01 -2.650532e-02  2.250075e-03 -2.716707e-02   
flag__SH            -5.588561e-03  8.358607e-03 -9.332036e-03 -4.916033e-04   

                             PC25          PC26          PC27          PC28  \
duration             2.675653e-03 -1.481605e-01  3.584949e-02 -1.762448e-02   
src_bytes            1.789499e-01  2.805340e-01 -1.327188e-01  2.707430e-01   
dst_bytes            8.741241e-02  3.591868e-01  3.199534e-02 -3.182143e-02   
land                 5.898803e-04  2.126276e-03  1.853502e-03 -3.084249e-04   
wrong_fragment      -1.567618e-02  5.375289e-02 -3.207139e-02 -1.233750e-02   
urgent               2.972799e-04  1.819036e-04  2.539552e-04 -2.886126e-05   
hot                 -5.150779e-03 -2.676390e-02 -2.671211e-02 -5.664907e-03   
num_failed_logins    1.317123e-03 -1.670952e-03 -1.643573e-03  1.237294e-03   
logged_in           -9.873371e-04 -1.260449e-01  4.337667e-02 -1.891346e-01   
num_compromised     -1.135468e-02 -4.179385e-02 -1.873586e-02  1.301032e-04   
root_shell           7.761961e-04  2.270702e-03  1.661931e-03  2.186926e-05   
su_attempted         1.204478e-03  8.638057e-04 -7.792272e-04  6.163687e-04   
num_root             9.309096e-03  3.630041e-02  4.343578e-03  3.689969e-03   
num_file_creations  -8.593432e-03 -6.308898e-03 -6.519413e-03 -1.299227e-03   
num_shells           9.735787e-04 -1.232427e-03 -1.897185e-03  1.056485e-03   
num_access_files    -1.381921e-03  3.886582e-03  3.161078e-03  1.698461e-03   
num_outbound_cmds    1.379105e-16 -5.551115e-17  5.551115e-17  2.151057e-16   
is_host_login       -1.289551e-05  3.214146e-06 -1.503617e-05  1.620976e-05   
is_guest_login      -5.999310e-03 -1.866522e-02 -2.340909e-03 -3.032049e-02   
count               -3.177164e-01  2.542839e-02  2.152001e-01 -9.766737e-02   
srv_count            2.215069e-01 -9.149488e-02 -1.225419e-01  4.732792e-02   
serror_rate          8.603960e-02  1.320837e-01 -7.547416e-03  3.942378e-02   
srv_serror_rate      1.050024e-01  1.256662e-01  3.245178e-02  5.686993e-03   
rerror_rate         -1.713370e-01  1.264961e-01 -9.548875e-02 -7.208218e-04   
srv_rerror_rate     -2.524382e-01  1.660439e-01 -1.418792e-01  7.802016e-02   
same_srv_rate       -2.584559e-01  6.669366e-02  4.645446e-01 -1.668151e-01   
diff_srv_rate        5.043743e-02  8.296645e-03  1.239583e-01 -7.782630e-02   
srv_diff_host_rate   7.205661e-03 -3.464605e-02 -1.626563e-02  6.861361e-02   
dst_host_count      -1.144941e-02  6.087207e-02  1.249975e-01  2.071539e-02   
dst_host_srv_count   2.370864e-02 -1.882032e-01 -5.075692e-01 -3.097767e-01   
...                           ...           ...           ...           ...   
service__remote_job -6.823892e-04  1.366721e-03 -1.248163e-03 -5.613948e-05   
service__rje        -3.815686e-04  1.480499e-03 -1.566342e-03  6.484213e-05   
service__shell       1.251407e-03  7.696113e-04 -9.586205e-04  1.157728e-04   
service__smtp        6.182463e-02  1.745789e-01  8.967177e-03 -5.676255e-01   
service__sql_net     2.144463e-03  3.312203e-03 -3.215543e-03 -1.112163e-04   
service__ssh         3.240763e-04  4.664493e-03 -3.653065e-03 -6.623749e-04   
service__sunrpc      5.618202e-04  5.066150e-03 -3.534128e-03 -1.994660e-03   
service__supdup      1.102736e-03  7.457587e-03 -6.106106e-03 -4.702532e-04   
service__systat     -1.032530e-03  6.769450e-03 -5.066781e-03 -6.226277e-04   
service__telnet      2.014799e-02  4.187605e-02  2.617240e-02 -3.079050e-02   
service__tftp_u     -1.149950e-05 -1.902261e-04 -3.018416e-04  8.885932e-05   
service__tim_i      -2.688055e-05 -9.776876e-06  1.290176e-04  5.075009e-04   
service__time       -2.911814e-03  4.671197e-03  5.660759e-03 -5.199162e-03   
service__urh_i      -1.863849e-04 -4.710707e-04  1.744452e-05  1.595276e-04   
service__urp_i       7.228647e-03 -2.680518e-02 -1.497283e-02  2.455911e-02   
service__uucp        1.611366e-02  9.976391e-03 -2.291414e-02  3.406038e-03   
service__uucp_path  -7.073638e-05  9.537614e-03 -6.189947e-03 -1.375717e-03   
service__vmnet      -3.575216e-04  8.585791e-03 -5.671478e-03 -1.046542e-03   
service__whois      -6.966153e-04  9.851454e-03 -7.884655e-03 -5.398526e-04   
flag__OTH            1.832363e-03 -3.252243e-03  2.632193e-03 -2.995950e-03   
flag__REJ            2.434823e-02 -4.737995e-03 -4.836043e-03  8.480647e-02   
flag__RSTO           1.643175e-03  2.691085e-02 -4.210364e-02 -2.427257e-02   
flag__RSTOS0        -3.246756e-03  1.666377e-03 -3.664123e-03 -2.477513e-04   
flag__RSTR          -1.021019e-01  2.349147e-02  6.495391e-03 -4.711647e-02   
flag__S0             2.714774e-02  1.175947e-02  1.097911e-02 -4.449952e-03   
flag__S1             1.180320e-02  2.202773e-02  2.350135e-03  2.731778e-03   
flag__S2             2.506642e-03  2.796544e-03 -4.202185e-04  1.392450e-03   
flag__S3             1.156736e-03  2.101346e-03  5.589567e-04  3.195418e-04   
flag__SF             3.690218e-02 -9.013639e-02  2.824139e-02 -7.970972e-03   
flag__SH            -1.991570e-03  7.372836e-03 -2.331451e-04 -2.196568e-03   

                             PC29          PC30          PC31          PC32  \
duration             6.187862e-03 -5.027145e-02  3.256220e-02 -3.453137e-03   
src_bytes            7.497939e-02  1.444625e-01 -1.094572e-01  4.686394e-02   
dst_bytes           -1.831970e-02  1.069901e-01 -7.170124e-02  1.523969e-01   
land                -2.689377e-03 -1.814166e-04 -9.445782e-04 -2.240737e-03   
wrong_fragment      -2.702738e-03 -3.579491e-02  2.446841e-02  1.984671e-02   
urgent              -7.248549e-04  1.067829e-03 -5.446565e-04  2.931901e-04   
hot                 -3.349512e-03 -1.495943e-02  8.152185e-03 -1.748355e-02   
num_failed_logins    3.118956e-04 -1.149981e-04  4.740784e-03 -2.918457e-03   
logged_in           -1.930206e-01 -2.496093e-01  1.289987e-01 -8.784222e-02   
num_compromised     -3.438688e-02 -1.181321e-02  7.164475e-03 -1.074945e-02   
root_shell           4.274133e-04 -8.470179e-04 -1.885172e-03  1.737843e-03   
su_attempted         2.381236e-03  2.442762e-03 -1.823315e-03 -1.911129e-03   
num_root             4.737181e-02  8.826064e-03 -6.287200e-03 -6.110986e-03   
num_file_creations   7.923404e-05 -5.657337e-03  1.507987e-03 -9.624129e-03   
num_shells           1.456896e-04  2.875386e-03 -6.700936e-04  1.006180e-03   
num_access_files    -6.281223e-03  2.258454e-03 -9.531208e-04  4.504068e-03   
num_outbound_cmds   -6.591949e-17  3.885781e-16 -3.330669e-16  4.683753e-17   
is_host_login        4.080291e-05 -3.072511e-05  4.900507e-05  4.049408e-05   
is_guest_login      -6.124527e-03 -6.339575e-04  1.240824e-02 -3.878518e-03   
count               -5.125507e-02  1.864602e-01 -8.671097e-02  2.197580e-03   
srv_count           -9.312584e-02 -2.069837e-01  6.686077e-02 -3.653287e-02   
serror_rate          2.029863e-02  8.383317e-02  7.991692e-02 -7.461287e-02   
srv_serror_rate      1.837126e-02  8.973901e-02 -3.407107e-02 -3.712092e-03   
rerror_rate          4.744930e-02 -1.781306e-01 -4.074207e-01  1.219849e-01   
srv_rerror_rate      5.563003e-02 -1.467523e-01 -2.142577e-01  2.371023e-02   
same_srv_rate       -4.283513e-02  4.253683e-01 -1.686683e-01 -5.621873e-02   
diff_srv_rate       -5.662487e-02  8.341728e-02 -4.463811e-02  1.853173e-02   
srv_diff_host_rate  -9.052415e-02  1.212291e-02 -7.384193e-03  1.271327e-02   
dst_host_count      -8.009219e-03 -4.689860e-02  7.456219e-03 -3.147357e-02   
dst_host_srv_count  -6.620669e-02  2.301028e-01 -3.324487e-02  8.343618e-02   
...                           ...           ...           ...           ...   
service__remote_job  3.490278e-04 -1.402068e-04  5.639681e-04  1.438820e-04   
service__rje         3.323076e-04 -3.067096e-04  6.398926e-04 -1.133863e-04   
service__shell       6.739689e-04 -1.681845e-03  2.258533e-04  2.006464e-03   
service__smtp        2.635928e-01 -1.504427e-01  9.847360e-03 -3.726812e-01   
service__sql_net     1.198816e-03 -1.527030e-03  1.990042e-03 -7.004587e-04   
service__ssh         9.770481e-04 -1.685923e-03  1.986888e-03  1.123984e-03   
service__sunrpc      2.047273e-03 -1.757197e-03  1.549369e-03  1.220847e-02   
service__supdup      2.562240e-03 -2.137174e-03  2.462202e-03 -1.297796e-03   
service__systat      1.851212e-03 -5.584955e-04  2.306596e-03 -1.515894e-03   
service__telnet     -1.855519e-03 -2.256058e-03 -1.463530e-02  1.017569e-01   
service__tftp_u      3.256851e-05 -2.345717e-04  1.077156e-04 -1.643906e-04   
service__tim_i       1.086310e-03  4.082293e-04 -3.891496e-05  2.640985e-04   
service__time        6.579941e-03 -1.267738e-02  9.753446e-03  1.663618e-02   
service__urh_i       1.189749e-03  9.031000e-04 -7.727018e-05  3.767706e-04   
service__urp_i       7.096726e-02  3.814207e-02 -3.425096e-03  3.578723e-02   
service__uucp        8.669922e-03 -2.273952e-02  1.495159e-02  2.710299e-02   
service__uucp_path   2.706627e-03 -1.034142e-04  2.446211e-03 -2.880594e-03   
service__vmnet       2.502969e-03  9.536105e-05  2.096032e-03 -2.235996e-03   
service__whois       2.960614e-03 -1.169404e-03  3.266900e-03 -2.939562e-03   
flag__OTH           -4.456549e-04  6.606180e-04 -1.582825e-03  3.829122e-04   
flag__REJ           -1.171742e-02 -1.362535e-03 -8.624210e-02 -4.350133e-01   
flag__RSTO           2.388108e-02 -7.376754e-02 -3.036956e-02  2.081580e-01   
flag__RSTOS0        -2.170171e-03 -1.693058e-04  2.335916e-03  1.364420e-03   
flag__RSTR           6.493475e-03  3.010962e-02  5.013324e-02  2.246187e-01   
flag__S0             4.473812e-03 -9.192058e-03 -1.340946e-02 -1.540855e-02   
flag__S1             1.933771e-03  3.065284e-02 -2.331539e-03 -2.353192e-03   
flag__S2             1.116012e-03  5.129584e-03  1.977058e-03 -8.587145e-03   
flag__S3             1.149704e-04  2.146392e-03  2.674649e-04 -9.133397e-04   
flag__SF            -2.560937e-02  7.044573e-03  8.195413e-02  2.395095e-02   
flag__SH             1.929489e-03  8.747809e-03 -2.732328e-03  3.800521e-03   

                             PC33          PC34          PC35          PC36  \
duration            -9.831104e-03  2.919599e-02  2.411514e-02 -1.378087e-02   
src_bytes            1.933893e-02 -5.382085e-02  2.457052e-02 -7.593085e-03   
dst_bytes           -7.766833e-02  2.090956e-01 -8.413715e-02 -6.895489e-02   
land                 2.146292e-03 -1.871830e-04 -4.354730e-03 -4.369403e-03   
wrong_fragment      -1.091001e-02  1.622583e-02  9.268814e-03 -2.886347e-03   
urgent              -7.868062e-04 -1.195591e-03 -4.555081e-04  2.488988e-04   
hot                 -3.390894e-03 -1.951581e-02 -9.590804e-03 -6.641721e-03   
num_failed_logins    7.781036e-04 -1.647292e-03  2.193173e-03 -4.170733e-03   
logged_in            6.417973e-02 -1.659595e-01  2.818086e-01  2.473495e-01   
num_compromised      2.729378e-02 -1.075224e-02  9.334557e-03 -3.421278e-02   
root_shell           3.763857e-03  4.000722e-03 -2.172000e-03  3.287260e-03   
su_attempted         7.398278e-03  7.284650e-04  1.499945e-03 -4.635739e-03   
num_root            -2.028889e-02 -7.585061e-03 -6.500467e-03  8.075363e-03   
num_file_creations   1.184103e-02 -5.915384e-03  8.051177e-04 -1.658862e-02   
num_shells          -3.291516e-04  6.850823e-04 -3.296152e-04 -1.987242e-03   
num_access_files     1.530394e-03  4.426095e-03 -1.075885e-03  6.802788e-03   
num_outbound_cmds    5.551115e-17 -1.387779e-17  3.469447e-16 -6.071532e-17   
is_host_login       -2.419112e-04 -5.258125e-05 -6.309165e-05  1.330984e-04   
is_guest_login      -1.838406e-03  1.314628e-02  8.219147e-03  1.466624e-02   
count                2.606389e-02 -2.295163e-02  2.202062e-03 -1.342614e-05   
srv_count           -4.233230e-04 -1.153585e-03 -1.239107e-02 -1.124326e-02   
serror_rate          3.530966e-01  2.266029e-01 -9.318242e-02 -1.076682e-01   
srv_serror_rate      3.734744e-01  1.730540e-01  8.898150e-02  7.163961e-02   
rerror_rate          4.633559e-02 -2.832730e-02  1.123169e-01  6.924843e-02   
srv_rerror_rate     -5.045021e-02  4.002570e-02 -1.221034e-01 -8.800995e-02   
same_srv_rate       -2.676930e-03 -3.489348e-03 -2.570911e-02  3.967188e-02   
diff_srv_rate        7.248316e-03 -2.868917e-02  4.383741e-03 -1.122416e-02   
srv_diff_host_rate   5.916936e-03  3.612150e-03 -1.185765e-02  9.194902e-03   
dst_host_count       1.331286e-02  1.957870e-02  1.375877e-03 -2.926896e-03   
dst_host_srv_count  -4.300380e-02  3.733986e-02 -2.411536e-02  2.966178e-02   
...                           ...           ...           ...           ...   
service__remote_job  5.047420e-04  6.208466e-04  3.890601e-03  8.121482e-05   
service__rje        -5.611221e-05  6.520387e-04  3.855614e-03 -1.038359e-04   
service__shell       8.904057e-04 -2.196133e-03  8.010262e-04 -3.629671e-04   
service__smtp       -4.589466e-03 -1.152881e-01  1.617657e-02 -1.966719e-01   
service__sql_net    -1.683290e-03  2.507956e-03  8.444781e-03 -1.115368e-03   
service__ssh         3.309267e-04 -1.196728e-03  8.354553e-03 -2.926826e-04   
service__sunrpc      9.051237e-03 -1.843431e-02 -8.511976e-03 -3.639311e-03   
service__supdup     -1.068042e-03  3.120234e-03  2.154508e-02 -2.143551e-03   
service__systat     -1.528016e-03  2.589582e-03  1.801064e-02 -2.855522e-03   
service__telnet     -2.704758e-02  5.591544e-02 -2.161667e-01  7.617261e-01   
service__tftp_u      1.052790e-04 -2.030319e-04  6.192242e-05 -8.774940e-06   
service__tim_i      -2.135962e-05 -5.682877e-06  3.455542e-04  3.891374e-05   
service__time        2.153760e-02 -3.080304e-02 -3.011064e-02 -7.862331e-03   
service__urh_i       2.062839e-05  1.657955e-04  3.957705e-04  9.758178e-05   
service__urp_i       1.229476e-02 -1.253174e-03  4.872993e-02 -1.884247e-02   
service__uucp        1.763784e-02 -4.206473e-02 -3.215366e-02 -7.349655e-03   
service__uucp_path  -3.278701e-03  5.855488e-03  2.895200e-02 -4.209736e-03   
service__vmnet      -2.667140e-03  4.752060e-03  2.514197e-02 -3.613281e-03   
service__whois      -2.774486e-03  4.961880e-03  2.979120e-02 -4.154826e-03   
flag__OTH            1.975694e-03  2.183265e-03 -1.812054e-03 -1.348203e-03   
flag__REJ           -3.110049e-01  5.219191e-01  2.043792e-01  8.667073e-02   
flag__RSTO           1.626712e-01 -2.757384e-01 -3.437998e-01  4.495864e-02   
flag__RSTOS0         1.138061e-02  1.543937e-03  5.611703e-03  3.625776e-04   
flag__RSTR           1.389639e-01 -2.391385e-01  1.128036e-01 -1.484842e-01   
flag__S0             2.102266e-02 -5.837596e-02 -1.834035e-02 -4.057082e-02   
flag__S1             1.259582e-01  8.974236e-02 -9.971258e-03  1.258746e-02   
flag__S2             4.338323e-02  2.116750e-02 -3.105203e-03 -7.223694e-03   
flag__S3             1.344382e-02  8.742902e-03 -4.421258e-04 -7.210991e-04   
flag__SF            -2.017490e-01 -9.559094e-02  2.179362e-02  3.155390e-02   
flag__SH            -6.045493e-03  2.354468e-02  3.288265e-02  2.221475e-02   

                             PC37          PC38          PC39          PC40  \
duration            -1.270914e-02  3.182947e-02  7.427798e-03  3.022016e-02   
src_bytes            1.325050e-02  1.472616e-02 -5.683952e-02 -2.349192e-02   
dst_bytes            3.014996e-02 -6.497956e-02  7.843169e-02 -1.361317e-02   
land                 2.540495e-03  9.973340e-03 -6.392873e-03  2.918969e-03   
wrong_fragment       1.316632e-02 -7.823637e-03 -5.373926e-03 -1.785970e-03   
urgent              -7.036759e-04 -1.010359e-03 -2.394530e-04  6.022833e-04   
hot                  2.233078e-03  3.169510e-03  1.052881e-02 -3.017990e-02   
num_failed_logins    1.183752e-03 -2.778271e-03  1.989823e-04  1.738268e-03   
logged_in           -2.738379e-01 -1.742400e-01 -1.923238e-01  3.720810e-01   
num_compromised      1.408774e-02 -1.768207e-02  6.282201e-03  7.324490e-03   
root_shell           1.653779e-03  8.695035e-04  1.150870e-03 -6.825024e-03   
su_attempted         5.519227e-03 -3.556983e-03  2.722854e-03  1.722286e-03   
num_root            -1.665985e-03  1.156584e-02 -1.495474e-03 -9.226472e-03   
num_file_creations   6.369044e-03 -4.837040e-03  3.648515e-03 -1.732959e-03   
num_shells          -1.400233e-03 -1.213230e-03  3.105261e-05  1.285938e-03   
num_access_files    -4.663461e-03  2.193267e-04 -2.273251e-03  6.434021e-04   
num_outbound_cmds   -9.540979e-18  1.925543e-16  2.636780e-16  5.967449e-16   
is_host_login       -1.212187e-04  8.658623e-05 -5.081438e-05 -4.344595e-05   
is_guest_login      -6.954304e-04 -2.561905e-03  6.585381e-03  5.054062e-02   
count               -1.959473e-02  2.007719e-02  9.571782e-03  3.773191e-03   
srv_count            6.488440e-03 -5.764905e-02 -2.316094e-02 -1.740127e-02   
serror_rate         -3.239748e-01  3.903651e-02 -1.304159e-01  4.172067e-02   
srv_serror_rate      1.072149e-01 -7.711769e-02  8.739113e-02  8.456813e-02   
rerror_rate          1.649892e-01 -9.546949e-02  1.368480e-01  3.570594e-02   
srv_rerror_rate     -2.696991e-01  2.214275e-02 -1.763273e-01  3.375155e-02   
same_srv_rate       -2.218239e-02 -6.146718e-02  9.622059e-03  9.145942e-02   
diff_srv_rate       -1.499789e-02 -1.864687e-03  8.805145e-03  8.406027e-03   
srv_diff_host_rate   1.244070e-02  2.561049e-02  7.562344e-03 -1.976196e-03   
dst_host_count       4.652145e-03  1.678670e-02  9.920576e-03  1.062656e-03   
dst_host_srv_count   7.049374e-03 -1.895396e-02 -1.203732e-02  4.324388e-03   
...                           ...           ...           ...           ...   
service__remote_job  1.341329e-03  7.478130e-04  8.606091e-04 -1.413020e-03   
service__rje         1.056866e-03  7.466209e-04  9.483360e-04 -1.359777e-03   
service__shell       9.010775e-04  5.708654e-04  1.707464e-03  1.231906e-03   
service__smtp       -5.313933e-02 -5.077062e-03  2.670534e-01 -1.228119e-01   
service__sql_net     8.905767e-04 -3.193754e-04 -9.584277e-04 -3.219850e-03   
service__ssh        -2.772831e-05  1.148997e-04  3.565487e-03  5.368986e-03   
service__sunrpc     -2.524149e-03  3.692619e-03  1.831236e-02  2.092589e-02   
service__supdup      5.066041e-03 -4.705629e-04  2.943793e-03 -9.476629e-03   
service__systat      1.428291e-03  1.736918e-03  1.422872e-03 -9.176911e-03   
service__telnet     -2.067827e-01  2.791106e-01 -7.799728e-02 -3.292843e-01   
service__tftp_u     -9.244115e-05  2.381147e-04  3.565153e-04 -2.939686e-04   
service__tim_i      -4.020025e-05  1.464522e-04 -1.259073e-04 -2.430912e-05   
service__time        8.503195e-03  2.256418e-02  3.901850e-02  2.728381e-02   
service__urh_i      -2.664837e-04 -2.066347e-04  2.845397e-04  2.409651e-04   
service__urp_i      -2.611207e-02  7.089338e-03  2.043840e-02 -4.319685e-02   
service__uucp       -2.645769e-03 -2.792724e-03  5.313562e-02  9.285531e-02   
service__uucp_path   1.764252e-03  2.696168e-03  8.319016e-04 -1.503391e-02   
service__vmnet       1.490852e-03  2.390134e-03  9.159142e-04 -1.246300e-02   
service__whois       2.955851e-03  2.904226e-03  3.426487e-03 -1.488755e-02   
flag__OTH           -2.684467e-04  5.344267e-03 -1.470955e-03 -8.668999e-03   
flag__REJ            1.273959e-02  2.270609e-02 -7.313018e-02  7.538205e-02   
flag__RSTO          -8.627412e-02  9.002332e-02  2.240845e-01  4.449326e-01   
flag__RSTOS0        -1.827886e-03  8.267044e-03 -1.042351e-03  1.092191e-02   
flag__RSTR           1.592317e-02 -1.146656e-01 -1.761423e-01 -5.227267e-01   
flag__S0             1.181476e-01  1.005165e-02  8.498029e-02 -2.192807e-01   
flag__S1            -7.200383e-02 -1.753875e-02 -2.314812e-02  5.484332e-02   
flag__S2            -3.418274e-02  2.616396e-03 -1.104300e-02  1.409641e-02   
flag__S3            -7.365875e-03 -9.184748e-04 -2.127957e-03  5.445129e-03   
flag__SF             6.229688e-02 -1.594882e-02 -1.333690e-02  4.135654e-02   
flag__SH            -7.184390e-03  1.006291e-02 -7.622995e-03  1.036984e-01   

                             PC41          PC42          PC43          PC44  \
duration            -2.285782e-02 -1.890242e-03  4.354010e-03  2.456299e-03   
src_bytes           -8.352813e-02  5.916026e-03  2.411838e-02  4.032748e-02   
dst_bytes            3.318009e-02 -5.757110e-03 -9.894945e-04 -1.478826e-02   
land                 4.776459e-03  8.788407e-03 -1.120110e-03 -4.206776e-04   
wrong_fragment       2.754085e-03 -8.197841e-04  2.516349e-02 -1.555921e-02   
urgent               4.184015e-04  3.361522e-04 -9.993359e-04 -5.626301e-06   
hot                 -1.356717e-02  3.222238e-03 -2.351854e-02 -1.459369e-02   
num_failed_logins    1.253252e-03  1.037954e-03 -1.364835e-03 -9.225529e-05   
logged_in            2.673587e-01  1.600372e-01 -2.648567e-01 -3.822503e-02   
num_compromised      8.717927e-03 -5.169496e-03 -3.229872e-03 -7.749772e-04   
root_shell           3.243831e-03 -1.931674e-03 -2.928839e-03 -2.370390e-03   
su_attempted         1.103460e-04 -5.526537e-03 -9.810240e-04  1.007534e-03   
num_root            -7.221387e-03  1.535532e-03  6.246053e-03  1.419551e-03   
num_file_creations   4.691643e-03 -1.623958e-03  1.298183e-03 -6.449618e-04   
num_shells           1.426361e-04  1.075925e-03  1.391906e-04  5.602797e-04   
num_access_files     9.793663e-04  1.992724e-03 -1.594869e-03 -2.089493e-04   
num_outbound_cmds   -6.106227e-16  8.673617e-17  4.718448e-16 -1.214306e-17   
is_host_login       -8.417191e-05  2.404503e-04  9.736716e-05  4.255058e-05   
is_guest_login       3.593412e-02  2.549600e-03  3.997268e-02  1.127127e-02   
count               -1.786023e-02  3.681691e-03 -2.747954e-02 -3.737323e-03   
srv_count           -5.620308e-02 -1.685572e-03 -1.215449e-03  2.005802e-02   
serror_rate          3.955101e-02 -6.678892e-02 -3.711934e-02  7.791799e-03   
srv_serror_rate     -2.071603e-02  2.046681e-01 -2.030863e-02  1.920221e-02   
rerror_rate         -3.156111e-02  5.489279e-01  8.763899e-02  7.296727e-03   
srv_rerror_rate      9.734512e-02 -5.123888e-01 -1.791175e-01 -2.509067e-03   
same_srv_rate        6.010475e-03 -3.688396e-02 -8.845956e-03  3.169322e-02   
diff_srv_rate        6.844895e-03 -1.207763e-02 -8.049996e-03  1.390062e-02   
srv_diff_host_rate   1.938405e-02  5.220029e-03  6.945538e-04  6.218018e-03   
dst_host_count      -7.483372e-03 -5.288119e-04  1.023856e-02 -3.778059e-03   
dst_host_srv_count  -1.539000e-02 -8.005506e-03 -1.288720e-02  1.826181e-02   
...                           ...           ...           ...           ...   
service__remote_job -1.936127e-04 -2.192873e-04 -2.791164e-03  9.082081e-04   
service__rje         4.980424e-04  1.940206e-04 -2.633400e-03  1.371447e-03   
service__shell      -1.091463e-03  3.573544e-03  3.502806e-03  2.282536e-03   
service__smtp       -2.093612e-01 -3.755231e-02 -1.061386e-01 -1.805197e-01   
service__sql_net     1.882784e-03 -2.412656e-03 -3.532534e-03  4.354536e-03   
service__ssh         4.683031e-03 -9.812174e-04 -7.447077e-03  5.196088e-03   
service__sunrpc     -9.763524e-03 -5.160330e-03  5.368218e-03  4.135168e-03   
service__supdup      3.767221e-03 -1.025200e-03 -1.798134e-02  9.449326e-03   
service__systat      1.874336e-03  1.529421e-03 -1.711621e-02  5.918157e-03   
service__telnet     -1.914016e-01  6.719834e-02 -6.067489e-02 -8.996615e-02   
service__tftp_u      1.002881e-04  2.457066e-04 -1.197643e-03  3.020855e-04   
service__tim_i       2.001682e-04 -2.609929e-05  1.982581e-04 -1.768099e-04   
service__time       -4.718696e-03 -3.990974e-02  7.094630e-02  3.522433e-02   
service__urh_i       5.487524e-04 -1.830624e-04 -3.360346e-04 -4.472083e-04   
service__urp_i       3.789514e-02 -4.779125e-03 -3.606496e-02 -8.059872e-02   
service__uucp       -1.312147e-02 -5.567030e-02  8.831697e-02  3.369280e-02   
service__uucp_path   3.167878e-03  1.198870e-03 -3.535416e-02  1.526882e-02   
service__vmnet       2.540838e-03  1.343969e-03 -2.783012e-02  9.677352e-03   
service__whois       5.212702e-03  1.903776e-03 -3.780709e-02  1.515214e-02   
flag__OTH           -5.082785e-03 -1.054638e-02  1.805584e-02 -6.511178e-04   
flag__REJ           -4.948405e-02  9.081845e-03  4.425628e-02 -7.426249e-03   
flag__RSTO          -1.828882e-01 -9.343414e-02  1.538741e-01 -2.281395e-02   
flag__RSTOS0        -1.277090e-02 -2.592401e-02 -2.573457e-03 -3.213010e-03   
flag__RSTR           2.580093e-01  4.328047e-02 -2.139164e-01  2.950491e-02   
flag__S0             2.561275e-02  1.668116e-02  5.412300e-02 -5.777179e-02   
flag__S1             1.050398e-02  5.056818e-02 -3.987046e-02  1.880882e-02   
flag__S2             8.566744e-04  2.381223e-02 -5.524976e-03  4.788826e-03   
flag__S3            -1.031527e-03  6.938034e-03 -2.085113e-03  1.776788e-03   
flag__SF             1.606570e-02  2.426964e-02 -3.253273e-02  1.421475e-02   
flag__SH            -5.979089e-02 -4.472703e-02  2.619393e-02  2.278202e-02   

                             PC45          PC46          PC47          PC48  \
duration             6.904614e-05  1.432302e-03  2.686600e-03  4.973417e-03   
src_bytes            2.959582e-02 -2.749270e-02 -7.546249e-03 -9.766643e-03   
dst_bytes           -1.490964e-02  1.216678e-02 -7.012411e-04 -9.015435e-04   
land                 4.011170e-04 -2.995561e-04  6.067924e-04 -2.157670e-04   
wrong_fragment      -7.886518e-03  8.516996e-03 -2.482137e-03 -1.810858e-03   
urgent              -3.827670e-04  2.474969e-04 -7.014485e-05 -7.920112e-05   
hot                 -4.874208e-02  4.828326e-02  3.439958e-02  4.470224e-02   
num_failed_logins   -9.152814e-04  7.161008e-04  3.871258e-04  4.698946e-04   
logged_in           -7.452883e-02  4.195198e-02  2.441658e-02  2.424808e-02   
num_compromised      1.565996e-04 -6.497949e-04 -2.152161e-03 -1.735094e-03   
root_shell          -5.260680e-03  5.249451e-03  4.830631e-03  5.236416e-03   
su_attempted         1.362009e-03 -1.900564e-03 -4.109609e-03 -4.650615e-03   
num_root             1.202583e-03 -5.222050e-04  2.782796e-04  1.861200e-05   
num_file_creations   6.488448e-04 -6.155274e-04 -9.263286e-04 -9.954654e-04   
num_shells           8.419151e-04 -8.369968e-04 -5.888086e-04 -6.713299e-04   
num_access_files    -6.558628e-04  5.198535e-04  6.421232e-04  6.064849e-04   
num_outbound_cmds    7.703256e-17 -1.110223e-16  1.353084e-16  1.318390e-16   
is_host_login        5.387174e-05 -3.869509e-05 -4.479414e-06 -2.062463e-05   
is_guest_login       9.366421e-02 -9.642936e-02 -8.161284e-02 -1.104979e-01   
count               -6.554065e-03 -2.783407e-03  1.238608e-02  1.294325e-02   
srv_count            1.022287e-02 -5.036617e-03 -9.613343e-03 -1.317310e-02   
serror_rate         -2.579383e-03 -4.850283e-03 -2.483619e-02 -3.441376e-02   
srv_serror_rate     -7.469428e-03  8.214300e-03  1.850162e-02  2.450722e-02   
rerror_rate         -3.925470e-03  4.824501e-03 -2.504803e-03 -1.483456e-02   
srv_rerror_rate     -2.122795e-02  6.910210e-03 -5.402679e-03  7.147312e-03   
same_srv_rate        3.760786e-02 -2.533265e-02  2.438589e-02  3.100434e-02   
diff_srv_rate        1.574031e-02 -1.117882e-02  5.310587e-03  8.013258e-03   
srv_diff_host_rate   6.334841e-03 -4.846559e-03  1.270243e-04 -8.833574e-04   
dst_host_count       2.424725e-04  5.731882e-05 -2.174909e-03 -2.512217e-03   
dst_host_srv_count   3.452045e-03 -3.396401e-03  5.021324e-03  7.699410e-03   
...                           ...           ...           ...           ...   
service__remote_job  8.463423e-04 -2.697719e-03  5.026169e-04 -2.022553e-04   
service__rje         1.522103e-03 -3.302719e-03  5.979562e-04 -2.287857e-04   
service__shell       2.842925e-03 -2.422201e-03 -1.221622e-03  1.204880e-05   
service__smtp       -2.132906e-01  1.585449e-01 -5.544485e-02 -4.779740e-02   
service__sql_net     5.420112e-03 -1.102678e-02  5.131756e-04 -1.814319e-03   
service__ssh         6.141372e-03 -1.330870e-02  1.074609e-04  1.630025e-03   
service__sunrpc      2.464480e-03 -6.882708e-03 -1.440002e-02  1.155936e-02   
service__supdup      1.195501e-02 -4.270060e-02  3.564873e-03 -7.019630e-03   
service__systat      6.485572e-03 -3.038202e-02  3.977903e-03 -3.738971e-03   
service__telnet     -1.102717e-01  7.824091e-02 -1.526884e-02 -3.460329e-02   
service__tftp_u     -7.538594e-06 -1.822498e-04  4.252205e-05 -2.614380e-05   
service__tim_i      -8.340584e-05  3.841967e-05 -2.237107e-04 -4.413412e-04   
service__time        8.109571e-02 -7.894002e-02 -5.131026e-02  1.324108e-01   
service__urh_i      -3.353395e-04  2.730929e-04 -6.191993e-05 -1.797338e-04   
service__urp_i      -7.808337e-02  5.777093e-02 -8.947885e-02 -1.658739e-01   
service__uucp        6.599954e-02 -6.057047e-02  8.826721e-01 -6.547060e-02   
service__uucp_path   2.242759e-02 -1.094354e-01  2.910162e-02 -2.605918e-02   
service__vmnet       1.200600e-02 -6.404417e-02  1.242460e-02 -8.417125e-03   
service__whois       2.270273e-02 -1.113706e-01  2.456244e-02 -3.893741e-02   
flag__OTH            7.072219e-03 -3.262940e-03  2.198005e-03  3.285377e-03   
flag__REJ            1.512261e-02 -2.033864e-02  3.579223e-02 -7.224917e-03   
flag__RSTO          -1.801793e-02  6.643648e-02 -5.285174e-02  5.601184e-02   
flag__RSTOS0        -3.187084e-03  1.887816e-03 -1.063359e-02 -6.780621e-03   
flag__RSTR           8.292557e-03 -5.256578e-02  1.502006e-02 -5.598324e-02   
flag__S0            -2.298641e-02  2.058393e-02  6.958451e-02  7.658136e-02   
flag__S1             9.238418e-03 -1.450873e-02 -1.588665e-02 -2.275967e-02   
flag__S2            -2.133320e-03  2.636434e-03  2.709538e-03  4.866010e-03   
flag__S3             4.505549e-04 -5.071340e-04  4.349138e-05  4.483111e-04   
flag__SF            -1.375865e-02  7.082329e-03 -1.128336e-02 -1.751492e-02   
flag__SH             1.990704e-02 -7.443774e-03 -3.469248e-02 -3.092952e-02   

                             PC49          PC50          PC51          PC52  \
duration             4.004573e-03  6.328847e-03 -1.576551e-03  2.562882e-03   
src_bytes           -9.645187e-03 -1.448816e-02  5.713999e-03 -1.057469e-02   
dst_bytes           -4.169522e-03 -7.579865e-03  2.913828e-03 -4.756737e-03   
land                -5.750233e-04 -9.580178e-04 -5.119434e-05  2.243570e-04   
wrong_fragment       4.763613e-05 -5.253276e-04 -2.001686e-04  6.321424e-04   
urgent              -2.960312e-05 -9.142257e-06 -7.694370e-05  1.971015e-04   
hot                  2.902814e-02  4.185128e-02 -6.290539e-03  5.441868e-03   
num_failed_logins    2.687710e-04  3.764546e-04 -2.367763e-05 -6.442270e-05   
logged_in           -1.512014e-02 -2.838928e-02  1.839400e-02 -4.035729e-02   
num_compromised     -1.484199e-03 -2.658905e-03  8.989825e-04 -1.646739e-03   
root_shell           3.264119e-03  4.842805e-03 -9.099930e-04  1.094815e-03   
su_attempted        -1.891690e-03 -2.597959e-03 -3.559599e-04  1.448907e-03   
num_root             7.594885e-04  1.415209e-03 -6.782293e-04  1.347594e-03   
num_file_creations  -6.843432e-04 -1.174677e-03  3.120070e-04 -5.215619e-04   
num_shells          -4.063527e-04 -5.856225e-04  9.797946e-05 -1.092593e-04   
num_access_files     3.345528e-04  5.783104e-04 -1.413005e-04  2.029353e-04   
num_outbound_cmds    2.775558e-17  3.191891e-16 -1.266348e-16  1.006140e-16   
is_host_login       -6.092734e-06 -1.155678e-05  4.294501e-06 -1.043565e-05   
is_guest_login      -6.947829e-02 -9.964228e-02  1.159012e-02 -4.637254e-03   
count               -8.755147e-03 -1.002202e-02  2.205831e-04  3.512271e-03   
srv_count            5.297505e-03  8.271281e-03 -4.279401e-03  6.904197e-03   
serror_rate         -7.376398e-04  1.483677e-02 -2.302100e-02  5.622478e-02   
srv_serror_rate      1.477858e-02  1.723903e-02  1.657334e-03 -1.056389e-02   
rerror_rate          5.046440e-03  1.890478e-02 -1.876470e-02  3.992736e-02   
srv_rerror_rate     -1.071032e-02 -2.492717e-02  1.660570e-02 -3.338985e-02   
same_srv_rate        8.891768e-03  9.919487e-03  3.297621e-03 -8.691551e-03   
diff_srv_rate        4.540268e-03  5.442338e-03  1.048068e-03 -3.635859e-03   
srv_diff_host_rate   1.378683e-03  2.860790e-03 -1.752823e-03  3.241697e-03   
dst_host_count      -9.360938e-04 -1.727832e-03  1.185064e-04  4.762416e-04   
dst_host_srv_count   4.936866e-03  8.296311e-03 -1.101479e-03  1.495014e-04   
...                           ...           ...           ...           ...   
service__remote_job -3.472586e-04  4.313822e-04 -1.559503e-04 -1.790945e-04   
service__rje        -1.258947e-04  7.812747e-04 -1.464787e-04 -3.963560e-04   
service__shell       1.903662e-03  3.168442e-03 -6.426819e-04  4.987489e-04   
service__smtp       -5.266394e-02 -8.495199e-02  7.358502e-03  7.067952e-03   
service__sql_net     9.775310e-04  5.169335e-03 -8.676422e-04 -7.705794e-04   
service__ssh         2.800701e-03  8.469213e-03 -1.269935e-03 -1.480412e-03   
service__sunrpc      1.054617e-02  1.738326e-02 -1.302970e-03 -2.611005e-03   
service__supdup     -2.279892e-03  2.091854e-02 -5.696888e-03 -1.790952e-03   
service__systat     -4.294963e-03  1.032856e-02 -4.396388e-03  2.262774e-03   
service__telnet     -4.760377e-02 -7.298406e-02  9.441003e-03 -6.405917e-04   
service__tftp_u     -1.384723e-05  5.600277e-05 -3.110870e-05  1.980419e-05   
service__tim_i      -1.154539e-04 -4.038412e-05 -2.395934e-04  5.656966e-04   
service__time        2.194285e-01  3.940995e-01 -1.003963e-01  1.114259e-01   
service__urh_i       5.298226e-05  1.898704e-04 -2.786651e-04  5.935912e-04   
service__urp_i      -1.620741e-02  2.871413e-02 -1.213277e-01  2.742669e-01   
service__uucp       -1.809563e-01 -2.284406e-01  1.491802e-03  6.048017e-02   
service__uucp_path  -8.029133e-02  2.466584e-01 -4.807548e-01 -6.600004e-01   
service__vmnet      -1.723040e-02  3.082355e-02 -1.378108e-02  5.063392e-03   
service__whois      -8.381751e-02  3.808252e-01  7.947782e-01 -6.801435e-02   
flag__OTH            2.373911e-03  3.045804e-03  1.493756e-04 -3.667285e-03   
flag__REJ           -1.029807e-02 -8.226915e-03  2.438891e-03 -5.857851e-03   
flag__RSTO           3.894466e-02  2.991077e-02  9.365147e-03 -2.475176e-02   
flag__RSTOS0         3.965197e-03  1.014004e-02 -6.197331e-03  1.554957e-02   
flag__RSTR          -3.674179e-02 -3.569824e-02 -8.523914e-03  2.360454e-02   
flag__S0            -7.105012e-02 -1.541708e-01  1.072411e-01 -2.196484e-01   
flag__S1             1.379554e-03  1.116180e-02 -1.551287e-02  3.293240e-02   
flag__S2             8.794795e-03  1.581914e-02 -6.560680e-03  1.172786e-02   
flag__S3             9.997588e-04  1.859143e-03 -7.595977e-04  1.179714e-03   
flag__SF             1.532434e-02  3.730627e-02 -2.611261e-02  5.878906e-02   
flag__SH             4.630775e-02  8.885299e-02 -5.552748e-02  1.101421e-01   

                             PC53          PC54          PC55          PC56  \
duration             3.809696e-03  2.927517e-04  1.030503e-03  2.513582e-03   
src_bytes           -1.773606e-02 -4.532275e-03 -4.133333e-03 -4.886451e-03   
dst_bytes           -7.300821e-03  1.668189e-03 -2.211122e-03  2.740987e-03   
land                 7.332457e-04  1.049581e-03 -6.721308e-04  3.792441e-03   
wrong_fragment       8.735403e-04  1.976024e-03  9.691611e-04 -2.687643e-05   
urgent               3.996410e-04  1.793180e-05 -3.764166e-05 -1.905363e-04   
hot                  3.873969e-03 -2.241108e-03  4.309431e-03  9.526259e-03   
num_failed_logins   -1.746637e-04 -1.007850e-04 -4.217358e-05  5.481977e-05   
logged_in           -6.550701e-02 -1.383870e-02 -2.233527e-02  6.394891e-03   
num_compromised     -2.616827e-03 -9.065615e-05  3.578087e-05 -7.723986e-04   
root_shell           1.356768e-03  5.509991e-04 -5.007734e-04  2.609320e-03   
su_attempted         3.065839e-03  1.324557e-03 -1.404786e-03 -2.394786e-03   
num_root             2.163755e-03  3.639674e-04  1.329911e-04  3.124363e-04   
num_file_creations  -8.083809e-04  6.079429e-05  2.386059e-04 -1.198503e-04   
num_shells          -1.181926e-04 -3.950999e-05 -7.214022e-05 -3.038184e-04   
num_access_files     3.125158e-04 -1.784513e-04  4.087224e-05  1.134670e-05   
num_outbound_cmds    3.157197e-16  7.025630e-17  8.673617e-17  2.046974e-16   
is_host_login       -2.272172e-05  8.763565e-06 -9.515406e-06  1.905751e-05   
is_guest_login       6.443009e-03  9.637520e-03 -9.933289e-03 -2.689909e-02   
count                1.480518e-02 -2.259150e-03 -1.090710e-02  1.819355e-02   
srv_count            7.262189e-03  5.718025e-03  3.838134e-03 -1.997846e-03   
serror_rate          9.900329e-02  4.596523e-03  3.746694e-03 -5.076715e-02   
srv_serror_rate     -2.312095e-02 -1.714285e-03 -7.630605e-03  2.895880e-02   
rerror_rate          6.840079e-02  4.609874e-03 -2.331425e-03 -2.458791e-02   
srv_rerror_rate     -5.584537e-02 -6.927158e-03 -4.887477e-03  1.034046e-02   
same_srv_rate       -1.263479e-02 -3.003413e-03 -3.500678e-03  3.161823e-02   
diff_srv_rate       -7.023951e-03 -3.162353e-03  1.434346e-03  5.601494e-04   
srv_diff_host_rate   5.266193e-03  1.266027e-03 -4.451536e-04  3.435570e-03   
dst_host_count       9.761554e-04  9.880438e-04 -2.639796e-04  5.856702e-04   
dst_host_srv_count  -1.161048e-03 -3.741380e-03 -2.714466e-03  3.582349e-04   
...                           ...           ...           ...           ...   
service__remote_job -5.954163e-04 -2.020979e-03 -1.478655e-03 -2.821803e-04   
service__rje        -1.202316e-03 -2.212769e-03 -1.468285e-03 -2.048915e-04   
service__shell      -2.043679e-04 -6.883024e-04  1.017888e-03 -4.283021e-04   
service__smtp        3.605755e-02  1.748024e-02 -4.867124e-03 -5.198355e-02   
service__sql_net    -4.103261e-03 -8.131137e-03 -4.355270e-03 -3.161028e-03   
service__ssh        -5.703617e-03 -1.064544e-02 -5.488142e-03  2.751238e-03   
service__sunrpc     -8.150802e-03 -7.903302e-03  5.360279e-03  1.856465e-02   
service__supdup     -1.361470e-02 -6.235140e-02 -5.072528e-02 -1.677924e-02   
service__systat      3.078853e-05 -3.586385e-02 -3.051091e-02 -5.090241e-03   
service__telnet      1.749761e-02  1.098328e-02 -1.036067e-02 -2.775204e-02   
service__tftp_u      1.276271e-05 -1.797192e-04 -4.171742e-05 -3.148099e-04   
service__tim_i       1.044159e-03  3.902009e-04 -1.275441e-04  7.136314e-04   
service__time        1.056474e-01 -1.798410e-01 -3.484159e-01 -3.636496e-01   
service__urh_i       1.076764e-03  3.462412e-04 -9.704133e-05  7.177814e-04   
service__urp_i       5.004135e-01  1.684748e-01 -5.647500e-02  2.784643e-01   
service__uucp        1.766707e-01  2.651690e-02 -7.032546e-02 -4.754979e-03   
service__uucp_path   1.223519e-01  4.109498e-01  1.408667e-01  4.868766e-03   
service__vmnet      -4.871324e-03 -1.810393e-01 -3.190916e-01 -1.240752e-01   
service__whois       1.001331e-01  3.528774e-01  1.247727e-01  1.369386e-02   
flag__OTH           -5.262406e-03  1.588972e-03  2.846323e-03  6.035424e-03   
flag__REJ           -1.312667e-02 -9.397641e-03 -2.170206e-02 -6.288144e-04   
flag__RSTO          -4.751896e-02  3.162488e-02  4.582756e-02  6.626947e-02   
flag__RSTOS0         2.696866e-02  2.413363e-03  6.053797e-04 -1.060623e-02   
flag__RSTR           5.052438e-02 -2.025643e-02 -2.467170e-02 -5.974260e-02   
flag__S0            -3.719482e-01 -3.903278e-02 -1.130442e-02  7.543167e-02   
flag__S1             5.958661e-02  4.030027e-03 -6.723708e-03 -2.171432e-02   
flag__S2             1.903091e-02  1.999128e-04 -1.439668e-03 -4.306302e-03   
flag__S3             1.942228e-03 -1.246545e-04 -9.545605e-04 -4.754719e-04   
flag__SF             9.607601e-02  2.397791e-03  3.642561e-04 -3.625660e-02   
flag__SH             1.837275e-01  2.655656e-02  1.715260e-02 -1.400623e-02   

                             PC57          PC58          PC59          PC60  \
duration             2.469933e-03  7.295469e-03  3.427701e-03 -7.683240e-04   
src_bytes           -5.135514e-03 -2.086586e-02 -4.642420e-03  2.645547e-03   
dst_bytes           -8.850389e-04 -2.608750e-02 -5.584124e-03  1.125297e-03   
land                 1.928911e-03 -9.648211e-03  6.462603e-04  2.436601e-04   
wrong_fragment       8.221954e-04 -3.354801e-03 -9.219651e-04  4.827720e-04   
urgent              -2.726529e-04  6.546380e-04 -2.379218e-04  4.227726e-05   
hot                  1.072860e-02  1.183054e-02  1.146849e-02 -2.270307e-03   
num_failed_logins    5.713738e-05 -4.983463e-04  5.368347e-05  5.192885e-05   
logged_in           -1.481770e-02 -1.405335e-01 -2.770058e-02  7.847905e-03   
num_compromised     -4.335768e-04 -2.165171e-03 -9.017382e-04  3.359248e-04   
root_shell           1.915830e-03 -2.014761e-04  2.125220e-03 -6.509268e-04   
su_attempted        -2.162545e-03  6.112939e-03 -1.187229e-03  4.196711e-04   
num_root             4.736833e-04  2.266675e-03  8.906090e-04 -1.714619e-04   
num_file_creations   8.694098e-05 -8.785659e-04 -1.658472e-04  7.899141e-05   
num_shells          -2.631156e-04  1.903503e-05 -2.348633e-04  6.227424e-05   
num_access_files    -8.493981e-05  3.131456e-04 -4.241611e-05 -4.383316e-05   
num_outbound_cmds    2.012279e-16  5.967449e-16  2.463307e-16 -1.249001e-16   
is_host_login        2.352824e-05 -1.387001e-04  1.225945e-05  5.962969e-06   
is_guest_login      -2.972302e-02 -9.782204e-03 -3.158421e-02  5.206377e-03   
count               -7.402916e-03  3.054688e-03 -2.175042e-03 -1.486647e-03   
srv_count            8.874018e-03 -1.502934e-02  4.798434e-03  8.468096e-04   
serror_rate         -4.268505e-02  2.384437e-01 -1.379446e-02 -1.564679e-02   
srv_serror_rate      2.453487e-02 -1.249975e-01  1.316552e-02  1.289973e-02   
rerror_rate         -2.356196e-02  1.225319e-01 -7.888724e-03 -5.409685e-03   
srv_rerror_rate      5.061123e-03 -1.052224e-01 -7.774128e-03  7.372701e-03   
same_srv_rate        1.569296e-02 -3.821637e-02  1.350188e-02 -2.273810e-03   
diff_srv_rate        2.140671e-03  7.041696e-03  3.279563e-03 -1.025968e-03   
srv_diff_host_rate   2.640315e-03 -3.942714e-03  2.450934e-03 -3.714619e-04   
dst_host_count       3.049979e-04 -2.947732e-03 -3.775805e-04 -1.295454e-04   
dst_host_srv_count  -9.887568e-04 -7.437100e-03  3.275468e-04  8.490649e-04   
...                           ...           ...           ...           ...   
service__remote_job -4.188140e-04 -8.033139e-04  2.151069e-03 -4.382361e-04   
service__rje         6.411285e-05 -2.329138e-03  2.697418e-03 -4.519340e-04   
service__shell       2.083887e-03  3.125796e-03  3.436408e-03 -7.093113e-04   
service__smtp       -7.221339e-02  9.327917e-02 -8.209457e-02  1.638421e-02   
service__sql_net     1.068072e-03 -3.635190e-03  1.252890e-02 -2.217077e-03   
service__ssh         5.454203e-03 -1.078836e-02  2.051975e-02 -3.781599e-03   
service__sunrpc      2.300315e-02  6.012250e-03  3.749716e-02 -7.322990e-03   
service__supdup     -7.560636e-03 -1.824306e-02  1.800989e-01 -7.420894e-02   
service__systat     -1.011648e-02  4.616927e-03  6.271799e-02 -1.693435e-02   
service__telnet     -5.082823e-02  2.592344e-02 -5.965732e-02  1.073966e-02   
service__tftp_u     -2.006378e-04  7.435785e-04  2.076588e-05 -3.167344e-05   
service__tim_i       3.507100e-04 -1.197538e-03  2.036331e-04  1.139613e-05   
service__time       -4.235459e-01 -2.718401e-01 -3.521208e-01  5.124848e-02   
service__urh_i       3.559132e-04 -9.412217e-04  2.067360e-04 -2.236990e-05   
service__urp_i       1.264949e-01 -4.207975e-01  5.790352e-02  4.705723e-03   
service__uucp       -1.036853e-01  1.538735e-02 -9.514539e-02  8.433250e-03   
service__uucp_path   2.208261e-02  1.339290e-02 -1.094855e-01  1.781228e-02   
service__vmnet       8.060630e-01  8.767372e-02 -3.689599e-01  3.787607e-02   
service__whois       2.042885e-02  5.358501e-03 -1.046724e-01  1.684537e-02   
flag__OTH            7.610117e-03 -1.090994e-02  5.401811e-03 -9.821918e-04   
flag__REJ           -7.238031e-03 -7.817631e-02  7.199345e-04  2.385537e-03   
flag__RSTO           7.219109e-02 -6.714139e-02  2.179569e-02  2.178427e-03   
flag__RSTOS0        -7.164905e-03  5.644097e-02  2.047548e-03 -3.275515e-03   
flag__RSTR          -6.081408e-02  1.159479e-01 -2.361728e-02 -7.977126e-04   
flag__S0             3.740864e-02 -5.586454e-01 -3.644870e-02  1.906033e-02   
flag__S1            -1.975712e-02  9.277769e-02 -4.716235e-03  3.065155e-04   
flag__S2            -3.461975e-03  3.345177e-02  1.887808e-03 -1.768702e-03   
flag__S3            -7.061354e-04  1.070130e-03 -1.512965e-04  1.894323e-04   
flag__SF            -2.708322e-02  1.730410e-01 -2.837563e-03 -7.418578e-03   
flag__SH             9.015624e-03  2.421436e-01  3.591829e-02 -9.877543e-03   

                             PC61          PC62          PC63          PC64  \
duration            -7.527695e-04  1.071465e-05 -3.253177e-04 -1.167766e-03   
src_bytes            1.594853e-03  6.880469e-05  7.883075e-04  1.315344e-03   
dst_bytes            1.620768e-03  3.104832e-04  4.270452e-04  1.358220e-03   
land                 1.763184e-04 -1.357105e-04 -1.140124e-04  3.519274e-05   
wrong_fragment       8.042054e-04 -2.805873e-04 -1.001555e-03  4.153207e-04   
urgent               4.887791e-05  7.721249e-06  1.538905e-05  4.863979e-05   
hot                 -2.236810e-03  3.191991e-05 -8.513497e-04 -3.593767e-03   
num_failed_logins    2.730499e-05 -2.391514e-05 -2.694799e-05  1.078169e-05   
logged_in            6.516375e-03 -1.003838e-05  2.818220e-03  6.991033e-03   
num_compromised      3.867319e-04 -1.025785e-04 -2.339633e-04  1.705074e-04   
root_shell          -7.520701e-04 -4.231951e-05  3.679584e-04 -5.458849e-04   
su_attempted         3.262612e-04 -2.267370e-04 -2.102804e-04  2.733558e-04   
num_root            -2.049090e-04  4.623298e-05  5.112347e-05 -1.516334e-04   
num_file_creations   1.112234e-04 -4.493966e-05 -8.326869e-05  6.561529e-05   
num_shells           6.465372e-05 -8.003232e-06 -3.236043e-05  6.431537e-05   
num_access_files    -4.520225e-05  1.648894e-05  4.480920e-05 -1.859828e-06   
num_outbound_cmds   -4.336809e-18  8.390370e-17 -2.424276e-16 -2.255141e-16   
is_host_login        4.570733e-06 -1.791545e-06 -8.405370e-06  8.961980e-06   
is_guest_login       5.495386e-03 -1.508905e-04  2.701710e-03  1.118498e-02   
count               -3.667086e-03  1.247181e-03  6.031247e-03 -5.286130e-03   
srv_count            1.787809e-03 -9.599174e-04 -3.330338e-03  2.871462e-03   
serror_rate         -1.560904e-02  1.656242e-02  3.142221e-02 -5.337839e-03   
srv_serror_rate      1.181980e-02 -1.532551e-02 -3.079139e-02  4.654457e-03   
rerror_rate         -7.148982e-03  6.830007e-03  1.614614e-02 -3.072363e-03   
srv_rerror_rate      8.608015e-03 -4.996992e-03 -1.412818e-02  4.886122e-03   
same_srv_rate       -2.055171e-03  9.367060e-05  2.351448e-03 -4.569590e-03   
diff_srv_rate       -1.706690e-04 -3.635242e-04 -3.813449e-04 -9.385383e-04   
srv_diff_host_rate  -4.198057e-04 -8.228735e-05  5.427389e-05 -3.193727e-04   
dst_host_count       4.567024e-04  1.428204e-05 -6.247460e-05  2.265646e-04   
dst_host_srv_count  -1.765147e-04 -5.832500e-05  3.087536e-04 -3.092008e-04   
...                           ...           ...           ...           ...   
service__remote_job -1.421169e-03  1.388031e-04  1.562839e-03 -4.399971e-04   
service__rje        -1.530355e-03  1.159629e-04  1.575805e-03 -3.580306e-04   
service__shell      -8.172516e-04  3.150771e-05 -1.966216e-05 -9.018908e-04   
service__smtp        1.945913e-02  7.516001e-04 -5.887627e-03  8.099648e-03   
service__sql_net    -5.965573e-03  2.713925e-04  5.558144e-03 -1.444742e-03   
service__ssh        -9.168538e-03  3.860279e-04  7.392851e-03 -5.656393e-03   
service__sunrpc     -1.019217e-02  1.921702e-04 -4.734614e-03 -2.688896e-02   
service__supdup     -3.701965e-01  7.175271e-01 -4.564394e-01  1.048710e-01   
service__systat     -5.145840e-02  5.636706e-03  7.068961e-02 -2.973461e-02   
service__telnet      1.174460e-02  1.180919e-03  1.035591e-03  9.454345e-03   
service__tftp_u     -8.476829e-05  7.827718e-06  6.476802e-05 -5.180725e-06   
service__tim_i      -2.771520e-05  1.086914e-05  4.469316e-05 -2.991159e-05   
service__time        5.145330e-02  8.577828e-04  1.200719e-02  6.441307e-02   
service__urh_i      -4.020771e-05  6.401794e-06  2.910617e-05 -4.625598e-05   
service__urp_i      -2.306986e-03 -9.444046e-05  5.164384e-03 -8.679887e-03   
service__uucp        4.634121e-03  3.241503e-03  2.477163e-02  2.303178e-02   
service__uucp_path   4.413248e-02 -3.946281e-03 -3.852202e-02  1.433041e-02   
service__vmnet       8.591293e-02 -7.268534e-03 -6.546988e-02  2.361629e-02   
service__whois       4.222244e-02 -3.534039e-03 -3.670762e-02  1.329183e-02   
flag__OTH           -3.365099e-04 -6.353122e-04 -1.437915e-03 -8.538344e-04   
flag__REJ           -5.900467e-03  9.892403e-04  1.535009e-02  1.289875e-02   
flag__RSTO           1.481056e-02 -2.969734e-03 -3.891325e-02 -2.465986e-02   
flag__RSTOS0         1.143813e-03  5.378398e-04  1.090044e-03 -1.662714e-03   
flag__RSTR          -8.901189e-03  3.247728e-04  2.106979e-02  1.295431e-02   
flag__S0             2.027955e-02 -6.320740e-04  5.572719e-03  1.265768e-02   
flag__S1            -1.340254e-03 -2.272590e-03 -1.864543e-03  9.723583e-04   
flag__S2            -1.978431e-03  9.510528e-04  1.595609e-03 -1.851342e-03   
flag__S3             1.130591e-04 -1.941267e-04 -2.762345e-04 -5.613348e-05   
flag__SF            -8.145530e-03  5.589348e-03  7.623502e-03 -9.386806e-04   
flag__SH            -9.744600e-03 -1.688417e-03 -9.809800e-03 -9.460542e-03   

                             PC65          PC66          PC67          PC68  \
duration            -4.807514e-04 -1.080135e-03  4.947595e-03  4.420161e-03   
src_bytes            1.166080e-03  2.102878e-03 -7.987712e-03 -6.364611e-03   
dst_bytes           -3.319713e-04  7.116970e-04 -1.986488e-02 -1.250143e-02   
land                 1.086900e-04  1.034250e-05  2.229080e-03  8.511196e-04   
wrong_fragment       7.678714e-04  1.070353e-04  8.188811e-03  2.394975e-03   
urgent              -9.604936e-05  9.029425e-06  2.213472e-04 -7.509226e-05   
hot                 -1.005693e-03 -4.221828e-03 -4.562997e-04  5.485593e-03   
num_failed_logins    7.922374e-05  4.877443e-06  5.532780e-04  2.375809e-04   
logged_in            8.748853e-04  4.865157e-03 -3.457950e-02 -2.748482e-02   
num_compromised      1.080783e-04 -1.056267e-04 -4.674393e-05 -3.653548e-04   
root_shell          -1.281876e-04 -2.025092e-04 -1.739899e-04  1.071193e-03   
su_attempted         9.609792e-05  1.354372e-04  6.077612e-03  2.127923e-03   
num_root             2.824307e-05 -2.427155e-05  5.360331e-04  5.321487e-04   
num_file_creations   9.044907e-05 -1.116778e-05  4.096619e-04  8.144680e-05   
num_shells           3.559548e-05  5.401788e-05  4.366804e-04  7.745156e-05   
num_access_files    -4.258272e-05  1.929574e-05 -5.383205e-05 -2.455730e-05   
num_outbound_cmds    1.552578e-16 -1.752071e-16  2.775558e-16  4.163336e-16   
is_host_login        2.159019e-05  1.692078e-05  1.271170e-04  3.853952e-05   
is_guest_login       1.833135e-03  1.363689e-02  6.221609e-03 -1.510034e-02   
count               -9.225786e-03 -6.341755e-03 -5.986755e-03  7.822959e-03   
srv_count            5.724024e-03  4.090890e-03  3.804263e-03 -3.905499e-03   
serror_rate         -3.707546e-02 -6.144106e-03 -4.947432e-01 -2.073801e-01   
srv_serror_rate      3.858517e-02  7.182220e-03  5.793011e-01  2.484908e-01   
rerror_rate         -1.788246e-02 -2.298992e-03 -2.216406e-01 -9.532869e-02   
srv_rerror_rate      1.593345e-02  2.038069e-03  2.143710e-01  8.913234e-02   
same_srv_rate       -5.245297e-03 -6.663419e-03 -4.798982e-02 -1.281640e-02   
diff_srv_rate       -5.179669e-04 -1.633784e-03 -4.967933e-03 -1.785151e-06   
srv_diff_host_rate   2.819836e-04 -3.805063e-05  6.698979e-04  9.985601e-04   
dst_host_count       1.190569e-04  4.824310e-04 -2.183889e-03 -1.647839e-03   
dst_host_srv_count  -4.043069e-05 -2.085034e-05 -1.982165e-03 -6.466710e-05   
...                           ...           ...           ...           ...   
service__remote_job  7.924965e-04  1.083923e-03 -2.368385e-03  1.605061e-03   
service__rje         1.170852e-03  1.424325e-03 -2.654201e-03  1.547107e-03   
service__shell       7.151361e-04 -4.938131e-04 -6.570377e-03 -6.243931e-04   
service__smtp       -1.766774e-02 -9.481220e-03  5.292848e-02 -3.543967e-03   
service__sql_net     6.957674e-03  6.434286e-03 -2.933902e-03  1.078314e-02   
service__ssh         7.495422e-03  3.099930e-03 -1.642863e-02  1.791434e-02   
service__sunrpc     -8.676380e-05 -3.432997e-02 -3.887311e-02  5.083827e-02   
service__supdup     -1.309616e-01 -8.726605e-02  6.320355e-02 -1.312465e-01   
service__systat      4.830618e-02  5.916919e-02 -8.432548e-02  3.771235e-01   
service__telnet     -1.093457e-02  2.832116e-03  3.660474e-02 -8.382579e-03   
service__tftp_u      4.179083e-05  6.641360e-05  4.332254e-04  3.084098e-04   
service__tim_i      -1.937923e-06 -1.298349e-05 -4.253164e-04 -1.464006e-04   
service__time       -4.821121e-03  5.608091e-02  1.857551e-02 -9.305157e-02   
service__urh_i      -4.413907e-05 -6.509865e-05 -5.118071e-04 -1.299767e-04   
service__urp_i      -1.159572e-02 -9.578684e-03 -6.722295e-02 -2.334202e-02   
service__uucp       -1.942389e-02  2.715072e-02  1.918009e-02 -2.782798e-02   
service__uucp_path  -1.869570e-02 -1.856512e-02  1.622901e-02 -4.762995e-02   
service__vmnet      -2.828684e-02 -2.761526e-02  2.283335e-02 -6.822668e-02   
service__whois      -1.907659e-02 -1.827196e-02  1.609675e-02 -4.567953e-02   
flag__OTH            9.727873e-04 -3.105301e-04  2.105041e-03  2.155015e-03   
flag__REJ            1.132348e-02  3.084690e-02 -1.909292e-02 -2.017543e-02   
flag__RSTO          -1.340125e-02 -5.663037e-02 -2.985818e-02  1.872022e-03   
flag__RSTOS0        -8.612744e-04 -5.359176e-04  6.189767e-03  3.242100e-03   
flag__RSTR           3.373011e-03  2.613480e-02  6.276243e-02  2.280370e-02   
flag__S0             3.944456e-03  7.621562e-03 -2.288651e-01 -1.278878e-01   
flag__S1             1.035964e-03  2.742796e-03  9.182316e-02  3.839044e-02   
flag__S2            -3.555381e-03 -2.229683e-03 -2.843164e-02 -9.487781e-03   
flag__S3             6.443835e-05 -8.941811e-05  3.754831e-03  1.563565e-03   
flag__SF            -3.056332e-03  1.881795e-03  1.151651e-02  1.254681e-02   
flag__SH             1.601044e-04 -9.431935e-03  1.280961e-01  7.497733e-02   

                             PC69          PC70          PC71          PC72  \
duration             1.493699e-03  4.763151e-05  3.699594e-04  1.153481e-04   
src_bytes           -2.481069e-03 -2.339146e-04 -2.305062e-04 -1.413869e-04   
dst_bytes           -3.074872e-03 -7.785964e-04 -1.638075e-03 -6.503663e-04   
land                 1.936712e-04 -7.228655e-05  1.082924e-04  2.615735e-04   
wrong_fragment       3.014824e-04  1.730545e-04 -1.731227e-04 -2.313136e-04   
urgent               1.097429e-04 -1.104202e-05  8.158476e-05  5.116311e-04   
hot                  2.457138e-03 -2.348310e-04 -4.771527e-04 -2.106894e-03   
num_failed_logins    1.283314e-05  1.543292e-05  1.316037e-05 -5.414015e-05   
logged_in           -7.925064e-03 -1.859584e-03 -1.227913e-03  2.601216e-03   
num_compromised     -1.175161e-04 -2.208153e-05 -2.219349e-04 -3.773917e-04   
root_shell           3.380485e-04 -1.198547e-04  4.036482e-04  1.607442e-04   
su_attempted         6.077747e-04  3.547366e-05  3.250694e-04  5.720877e-04   
num_root             1.101357e-04  6.990847e-05  7.203807e-05 -1.888531e-06   
num_file_creations  -7.536522e-06  2.472589e-05 -4.386083e-05 -1.179553e-04   
num_shells           7.597903e-07  1.137826e-05  5.382714e-06  4.390548e-05   
num_access_files     2.367824e-05 -5.315227e-06  4.362592e-05  1.390415e-04   
num_outbound_cmds    3.989864e-17  1.001261e-16  1.214306e-16  6.201636e-17   
is_host_login       -7.331537e-06  5.255804e-06 -3.405799e-07 -6.955558e-06   
is_guest_login      -7.319070e-03  1.009516e-03  2.465518e-03  8.522521e-03   
count                1.045756e-02 -1.705074e-03  5.049921e-03  1.123756e-02   
srv_count           -6.317204e-03  1.051170e-03 -2.722318e-03 -6.822298e-03   
serror_rate         -3.684590e-02 -6.846015e-03 -1.680496e-02 -1.395547e-02   
srv_serror_rate      5.151176e-02  1.077727e-02  2.658176e-02  3.082334e-02   
rerror_rate         -1.548750e-02 -4.240150e-03 -5.060241e-03 -2.358948e-03   
srv_rerror_rate      1.874814e-02  4.841549e-03  7.008519e-03  1.000515e-02   
same_srv_rate       -3.332738e-04 -2.206408e-03 -1.154066e-03  2.908798e-04   
diff_srv_rate        1.511508e-04  1.148012e-04 -5.629874e-04 -7.987395e-04   
srv_diff_host_rate  -1.694261e-05  4.460250e-05  8.788933e-05 -3.437310e-04   
dst_host_count      -6.893498e-04 -1.416539e-04 -2.295681e-04 -2.338505e-04   
dst_host_srv_count   5.772988e-05 -1.780512e-04  2.593986e-04 -7.035767e-05   
...                           ...           ...           ...           ...   
service__remote_job -6.566035e-04  2.317524e-04  1.534856e-03 -1.888997e-04   
service__rje        -1.129663e-03  2.903636e-04  1.565960e-03 -6.181465e-04   
service__shell      -1.178614e-03  1.243584e-04 -5.367231e-04 -3.013161e-03   
service__smtp        1.958837e-02 -2.049633e-03 -2.314581e-03  2.222025e-02   
service__sql_net    -5.814104e-03  2.176235e-03  6.730114e-03 -5.039407e-03   
service__ssh        -5.431348e-03  2.148095e-03  8.942838e-03 -1.188540e-02   
service__sunrpc      1.717930e-02 -2.270123e-03 -8.344045e-03 -6.023330e-02   
service__supdup      2.498004e-02 -1.345824e-02 -4.855737e-02  1.448453e-02   
service__systat     -3.954292e-01 -6.787926e-01 -3.711361e-01  1.476848e-02   
service__telnet      1.049592e-02 -1.131293e-03  2.203378e-03  2.337220e-02   
service__tftp_u      4.273264e-05  3.561888e-05  1.033765e-04  3.921188e-05   
service__tim_i      -4.575775e-05 -1.157422e-05 -2.161572e-07 -1.399151e-05   
service__time       -1.880840e-02  2.388026e-04  4.007031e-03  4.575399e-02   
service__urh_i      -1.982249e-05 -1.827325e-05 -9.018855e-06 -1.900841e-05   
service__urp_i       1.978432e-03 -6.195932e-03 -1.594121e-03  2.695108e-03   
service__uucp        6.414678e-03 -1.041529e-03  1.661640e-02  5.292347e-02   
service__uucp_path   5.778644e-03 -4.903518e-03 -2.409393e-02  1.603499e-03   
service__vmnet       6.947506e-03 -6.558560e-03 -3.230635e-02  1.171229e-03   
service__whois       6.506092e-03 -5.006866e-03 -2.310824e-02  2.841707e-03   
flag__OTH           -1.253420e-03 -3.846199e-04 -1.421478e-03 -4.072802e-03   
flag__REJ           -2.028046e-02  2.261688e-03  1.295879e-02  1.266428e-02   
flag__RSTO           1.755929e-02 -8.617197e-03 -3.425637e-02 -4.298400e-02   
flag__RSTOS0         3.318223e-03 -1.502308e-03 -1.021833e-03  1.095111e-04   
flag__RSTR           5.649770e-04  6.560812e-03  2.175246e-02  2.854919e-02   
flag__S0            -3.886720e-02 -8.231212e-03 -1.589661e-02 -1.848372e-02   
flag__S1             8.193193e-03  8.026526e-04  5.675424e-03  8.165075e-03   
flag__S2            -6.771659e-04 -5.286684e-04 -1.451596e-03 -1.678116e-03   
flag__S3             2.533513e-04 -7.563793e-05 -4.766937e-05 -1.675576e-04   
flag__SF             1.145696e-02  4.943606e-03  1.097523e-02  2.104637e-02   
flag__SH             1.973225e-02  4.770884e-03  2.733642e-03 -3.148227e-03   

                             PC73          PC74          PC75          PC76  \
duration             5.536413e-04  5.701777e-04  3.009901e-04 -4.691821e-04   
src_bytes           -3.932778e-04 -4.622386e-04 -6.054380e-05  2.123352e-03   
dst_bytes           -9.114569e-04 -1.501941e-03 -1.137616e-03  3.454159e-03   
land                -2.580422e-05  4.428810e-05  4.065242e-04 -3.577030e-03   
wrong_fragment      -1.058636e-04 -1.628899e-04 -4.227213e-04  2.753117e-03   
urgent              -2.064721e-04 -1.297300e-04  6.834445e-04  7.641687e-04   
hot                  1.200915e-03  5.071345e-04 -3.364609e-04  2.093167e-05   
num_failed_logins    3.081685e-05  1.626438e-05 -1.065990e-04  2.461950e-04   
logged_in           -3.085862e-03 -3.802979e-03 -2.921774e-03  2.204242e-02   
num_compromised     -1.984419e-05 -4.915653e-05 -4.228124e-05 -2.480805e-03   
root_shell           2.175987e-04  1.462963e-04 -1.460019e-06  4.263178e-03   
su_attempted        -1.916069e-04 -2.515877e-04 -5.797284e-04  7.425073e-03   
num_root             8.917053e-05  8.779686e-05 -1.382634e-05  5.072491e-04   
num_file_creations   6.373419e-06  4.696816e-05  1.288719e-04 -1.878780e-03   
num_shells          -2.577255e-05 -1.840555e-05 -1.237239e-05  2.108122e-04   
num_access_files    -3.706141e-05 -2.089473e-05  5.113708e-05  5.746958e-04   
num_outbound_cmds    7.372575e-17  1.491862e-16  2.341877e-17  7.632783e-17   
is_host_login        4.736242e-07 -1.505618e-06 -1.228685e-05  8.074903e-05   
is_guest_login      -4.559416e-03 -2.276663e-03 -2.441369e-04  1.913992e-02   
count                4.607514e-04  2.431283e-03  4.949083e-03 -1.170799e-02   
srv_count            5.176688e-05 -1.164495e-03 -2.796970e-03  6.714956e-03   
serror_rate         -4.334691e-03 -6.241772e-03  9.380121e-03 -1.291706e-01   
srv_serror_rate      5.454343e-03  2.530382e-02  2.960279e-02 -2.145803e-01   
rerror_rate         -3.545544e-03 -2.525561e-03  6.298789e-03 -5.871931e-02   
srv_rerror_rate      2.242123e-03  1.079941e-02  1.558169e-02 -1.466778e-01   
same_srv_rate        1.024963e-03 -8.367780e-04 -1.588135e-04 -1.808323e-02   
diff_srv_rate        4.099436e-04 -2.032908e-04 -5.534747e-04 -2.216615e-03   
srv_diff_host_rate   2.527411e-04  1.235013e-04 -9.967401e-05  1.047993e-03   
dst_host_count       1.666820e-05 -1.672365e-04 -2.742956e-04  1.504557e-03   
dst_host_srv_count   2.094712e-04  3.157339e-04  3.916656e-04 -2.305729e-03   
...                           ...           ...           ...           ...   
service__remote_job  1.076357e-03  1.562425e-03  1.118672e-03 -9.667001e-04   
service__rje         1.202030e-03  1.658398e-03  1.064912e-03 -5.417749e-04   
service__shell       1.061232e-03  4.483537e-04 -4.748538e-04  4.072668e-05   
service__smtp       -1.150133e-02 -7.347675e-03  2.161501e-03 -1.355441e-02   
service__sql_net     6.751602e-03  8.300831e-03  3.637603e-03  6.369328e-03   
service__ssh         1.274141e-02  1.382807e-02  5.941437e-03 -1.565109e-03   
service__sunrpc      3.507288e-02  2.191817e-02 -8.809335e-03 -4.101853e-02   
service__supdup     -3.489361e-02 -3.772443e-02 -1.934233e-02  2.806958e-03   
service__systat     -1.206135e-01 -1.057065e-01 -5.133869e-02  1.270601e-02   
service__telnet     -9.731346e-03 -3.908886e-03  5.357045e-03 -1.743970e-02   
service__tftp_u      3.437340e-05  8.704952e-05  6.547760e-05  7.974739e-05   
service__tim_i       1.574599e-05  1.016602e-05  1.166585e-05 -1.433267e-04   
service__time       -2.602640e-02 -1.469222e-02  2.600512e-03  1.887539e-02   
service__urh_i       1.312053e-05  3.042437e-06  2.877929e-06 -2.935419e-04   
service__urp_i       8.627272e-05 -2.844378e-03  1.013430e-03 -1.056561e-02   
service__uucp       -1.567358e-02 -3.323416e-03  1.241804e-02 -4.377846e-03   
service__uucp_path  -1.708027e-02 -2.105990e-02 -1.259068e-02  1.210832e-03   
service__vmnet      -2.195738e-02 -2.687239e-02 -1.629763e-02  4.978766e-03   
service__whois      -1.665826e-02 -2.045017e-02 -1.218451e-02  2.994026e-03   
flag__OTH            7.721360e-04 -2.838387e-03 -7.680528e-03  6.720200e-02   
flag__REJ           -1.681365e-03  3.281641e-03  2.077053e-03  5.748521e-02   
flag__RSTO           3.063486e-03 -1.571146e-02 -2.678550e-02  3.597212e-02   
flag__RSTOS0         2.424796e-03  1.812043e-03  2.489357e-03 -7.600118e-03   
flag__RSTR          -3.523365e-03  5.434253e-03  7.651204e-03  6.171009e-02   
flag__S0            -3.421993e-03 -9.989600e-03 -3.568274e-03 -5.560280e-02   
flag__S1            -2.372090e-03 -1.026925e-02 -3.023873e-02  3.376256e-01   
flag__S2            -5.647142e-05 -1.999858e-03 -3.089073e-03  2.828760e-02   
flag__S3            -4.154548e-05 -8.122081e-04 -1.975865e-03  1.928674e-02   
flag__SF             1.365928e-03  2.988986e-02  6.518380e-02 -5.923702e-01   
flag__SH             3.470483e-03  1.202966e-03 -4.063438e-03  4.800376e-02   

                             PC77          PC78          PC79          PC80  \
duration             1.974644e-03  1.541637e-03  6.102561e-04 -5.474739e-04   
src_bytes           -1.914481e-03 -1.095473e-03 -1.023257e-03  4.015354e-04   
dst_bytes           -1.279232e-03 -3.146027e-03 -6.340487e-04  1.239747e-03   
land                -2.867703e-03 -1.312286e-03  3.452920e-04  3.081049e-04   
wrong_fragment       2.132673e-03  5.712184e-04 -4.745024e-04 -1.614122e-04   
urgent               4.887373e-04 -9.288855e-04  5.639498e-04  4.388047e-04   
hot                  4.838656e-03  1.230006e-03  2.773342e-03  5.202738e-04   
num_failed_logins    1.938644e-04  2.701628e-04 -1.143866e-04 -9.903028e-05   
logged_in            5.037222e-03  1.831114e-03 -5.151780e-03 -7.625953e-04   
num_compromised     -1.968114e-03 -1.391648e-03  3.780581e-04  5.559690e-04   
root_shell           3.854670e-03  2.682273e-03 -2.868299e-04 -9.493529e-04   
su_attempted         5.975419e-03  3.653311e-03 -1.275538e-03 -1.511505e-03   
num_root             5.537744e-04  5.132635e-04 -1.045925e-04 -1.861962e-04   
num_file_creations  -1.421645e-03 -8.688275e-04  2.459346e-04  3.063450e-04   
num_shells           1.115142e-04  4.947544e-05 -5.478213e-05 -2.488562e-05   
num_access_files     4.250161e-04  1.870320e-04 -3.931580e-05 -7.579691e-05   
num_outbound_cmds    2.220446e-16 -6.938894e-18  8.760354e-17  1.448494e-16   
is_host_login        3.810677e-05  2.832237e-05 -2.181581e-05 -6.440609e-06   
is_guest_login      -2.629087e-03  5.196547e-03 -1.367074e-02 -5.513765e-03   
count                5.653525e-03  1.582376e-02 -1.716046e-04 -1.109265e-02   
srv_count           -3.629803e-03 -9.088006e-03  1.339116e-04  6.651528e-03   
serror_rate         -1.184957e-01 -8.525926e-02  2.360953e-02  3.268539e-02   
srv_serror_rate     -1.267468e-01 -2.466783e-02  3.419457e-03 -8.415131e-03   
rerror_rate         -5.124029e-02 -3.493781e-02  9.389271e-03  1.298166e-02   
srv_rerror_rate     -9.924409e-02 -3.842246e-02  7.815346e-03  4.412227e-03   
same_srv_rate       -1.396150e-02 -7.745747e-03  6.358449e-03  3.372928e-03   
diff_srv_rate       -1.515923e-03 -2.529219e-03  1.847270e-03  1.371753e-03   
srv_diff_host_rate   8.433506e-04  4.577975e-04  1.571596e-04  9.147243e-05   
dst_host_count      -2.118789e-05 -2.104459e-04 -2.207984e-04  2.425893e-04   
dst_host_srv_count  -1.297784e-03  1.864493e-04  4.559876e-04  2.278682e-05   
...                           ...           ...           ...           ...   
service__remote_job -1.448371e-03  2.928433e-03  1.585691e-04 -3.099869e-04   
service__rje        -1.875893e-03  2.736387e-03  2.092862e-04  1.343631e-04   
service__shell      -5.026321e-04 -2.041853e-03  2.409594e-03  2.883615e-03   
service__smtp        1.121867e-02  4.033090e-03 -9.716377e-03 -1.734551e-02   
service__sql_net    -3.985414e-03  1.468512e-02  1.007710e-03  2.263818e-03   
service__ssh        -5.467685e-03  2.158987e-02  1.374774e-02  9.508770e-03   
service__sunrpc      8.028880e-02 -5.593554e-03  1.901596e-01  1.317050e-01   
service__supdup      1.471215e-02 -5.301818e-02 -5.409736e-03  1.326740e-03   
service__systat      1.680659e-02 -1.247003e-01 -5.706502e-03  1.444247e-02   
service__telnet     -5.007219e-03  5.185028e-03 -1.401571e-02 -1.712663e-02   
service__tftp_u      1.391430e-04  2.782296e-04 -4.983383e-05 -9.819623e-05   
service__tim_i      -1.668111e-04 -6.111277e-05  2.507771e-05  3.642117e-05   
service__time       -2.608256e-02 -3.624812e-04 -4.248567e-02 -2.273921e-02   
service__urh_i      -2.484162e-04 -1.351440e-04  8.940253e-05  7.906354e-05   
service__urp_i      -4.769911e-03  1.458054e-04  2.768875e-03 -1.802293e-03   
service__uucp       -1.211152e-02  3.080968e-02 -3.499530e-02 -3.623245e-02   
service__uucp_path   3.698943e-03 -3.941773e-02 -1.597172e-03  5.572322e-03   
service__vmnet       6.250334e-03 -4.798383e-02 -2.049702e-03  7.057892e-03   
service__whois       5.882681e-03 -3.638795e-02 -2.140012e-03  4.212332e-03   
flag__OTH            4.938205e-02  2.222505e-02 -4.124286e-03 -4.059968e-03   
flag__REJ            7.378389e-03  3.462803e-02 -2.706538e-02 -1.428346e-02   
flag__RSTO           7.136430e-02 -3.715493e-02  4.360519e-02  3.276606e-02   
flag__RSTOS0        -2.875722e-03 -3.646193e-03  2.464146e-04 -1.411040e-03   
flag__RSTR           3.688776e-02  6.204377e-02 -3.134291e-02 -3.303944e-02   
flag__S0            -8.669053e-02 -7.065650e-02  1.204142e-02  3.061276e-02   
flag__S1             2.603926e-01  1.524219e-01 -4.588492e-02 -5.274363e-02   
flag__S2             2.291392e-02  8.165255e-03  2.545716e-04 -7.527252e-04   
flag__S3             1.466510e-02  7.224309e-03 -1.652641e-03 -1.856116e-03   
flag__SF            -4.321964e-01 -2.009405e-01  4.854066e-02  4.753549e-02   
flag__SH             5.877858e-02  2.568987e-02  5.381883e-03 -2.767921e-03   

                             PC81          PC82          PC83          PC84  \
duration            -4.620698e-04  4.459054e-04  9.055803e-05  4.178189e-04   
src_bytes            9.122605e-04 -5.173455e-04  2.136189e-04 -3.606976e-04   
dst_bytes           -3.291677e-04 -5.003143e-04  1.936227e-04 -9.678356e-04   
land                -1.353626e-04 -3.517905e-05  5.709902e-05 -2.441263e-05   
wrong_fragment       1.641884e-04  1.046962e-05 -2.368149e-04 -3.957240e-05   
urgent              -9.358598e-06  1.986733e-04  3.597739e-05  8.298807e-05   
hot                 -1.565229e-03  2.623645e-03  5.456883e-04  1.530554e-03   
num_failed_logins    5.013117e-05 -2.596243e-05 -2.264631e-05 -7.562239e-06   
logged_in            2.606443e-03 -4.246045e-03 -9.466299e-04 -3.148469e-03   
num_compromised     -1.261208e-04  2.986036e-04  3.680089e-05  1.248762e-04   
root_shell           2.531611e-04 -5.922700e-05 -3.773888e-05 -8.011966e-05   
su_attempted         2.073628e-04 -6.498760e-04 -4.623066e-04 -5.097270e-04   
num_root             3.920088e-05 -2.699974e-05  1.978298e-06  4.271733e-05   
num_file_creations  -1.913659e-05  1.375908e-04  1.626345e-05  7.778898e-05   
num_shells           1.246269e-05 -3.391428e-05 -1.241649e-05 -1.956404e-05   
num_access_files     1.679675e-05 -6.428773e-05 -1.028656e-05 -3.722566e-05   
num_outbound_cmds    9.540979e-17  6.071532e-17 -4.857226e-17 -1.196959e-16   
is_host_login        1.482244e-05 -5.410713e-06 -1.676919e-06 -1.327751e-06   
is_guest_login       7.042618e-03 -1.339815e-02 -3.398075e-03 -7.622975e-03   
count               -4.098028e-03 -4.000115e-03  1.176643e-04 -9.123168e-04   
srv_count            2.701691e-03  2.582772e-03 -3.122124e-06  6.776415e-04   
serror_rate         -1.196272e-02  1.993952e-03  8.153703e-03  2.309882e-03   
srv_serror_rate      1.082896e-02 -4.587823e-03 -4.993747e-03 -2.000308e-03   
rerror_rate         -8.310468e-03 -3.096321e-03  5.185550e-03  1.918784e-03   
srv_rerror_rate      5.551786e-03  1.359963e-03 -3.361975e-03 -2.464601e-03   
same_srv_rate       -4.445512e-03  2.152923e-03  1.929966e-03  4.171836e-04   
diff_srv_rate       -1.358589e-03  9.371482e-04  3.502122e-04  4.784875e-04   
srv_diff_host_rate   9.663899e-05  3.084435e-04  8.457032e-05  2.073716e-04   
dst_host_count       2.617700e-04 -1.579253e-06  1.806904e-04 -1.672676e-04   
dst_host_srv_count   2.311856e-04  4.274058e-04  1.477059e-04  2.534379e-04   
...                           ...           ...           ...           ...   
service__remote_job  3.375954e-03  9.238898e-04  4.583489e-04  1.225883e-03   
service__rje         4.035593e-03  1.258406e-03  5.344047e-04  1.442602e-03   
service__shell       8.393423e-04  3.519095e-03  1.040841e-03  2.227354e-03   
service__smtp       -1.689030e-02 -1.581046e-02 -5.791771e-03 -9.069319e-03   
service__sql_net     2.528151e-02  1.086088e-02  3.756695e-03  1.142114e-02   
service__ssh         4.481027e-02  4.561935e-02  1.478749e-02  4.995788e-02   
service__sunrpc      8.482618e-01 -3.877546e-01 -8.616239e-02 -1.187364e-01   
service__supdup     -4.129103e-02 -1.425267e-02 -5.060457e-03 -1.381149e-02   
service__systat     -6.065250e-02 -1.641231e-02 -6.631273e-03 -1.750466e-02   
service__telnet     -8.476355e-03 -1.946502e-02 -4.984292e-03 -1.064186e-02   
service__tftp_u      1.456738e-04 -9.368532e-06 -1.846028e-05  4.373172e-05   
service__tim_i       3.543482e-05  2.016348e-05  1.848442e-05  1.018419e-05   
service__time        1.866751e-03 -4.142380e-02 -1.078758e-02 -2.315420e-02   
service__urh_i      -8.376545e-06  5.192443e-05  2.189567e-05  2.853953e-05   
service__urp_i      -5.783789e-03 -1.464003e-04  1.260849e-03 -1.555897e-03   
service__uucp       -4.086743e-04 -4.076047e-02 -8.958057e-03 -2.027376e-02   
service__uucp_path  -2.772805e-02 -8.201285e-03 -3.561176e-03 -9.383139e-03   
service__vmnet      -3.216884e-02 -9.200444e-03 -4.045241e-03 -1.061163e-02   
service__whois      -2.748253e-02 -8.542507e-03 -3.438399e-03 -9.526592e-03   
flag__OTH            2.871174e-03  1.271866e-03 -3.550530e-04  3.979591e-04   
flag__REJ            2.691850e-02 -2.083214e-02 -4.289441e-03 -8.970340e-03   
flag__RSTO          -4.421276e-02  4.624482e-02  9.691475e-03  1.809711e-02   
flag__RSTOS0        -4.063782e-03  1.504883e-03  2.761254e-03 -6.060228e-04   
flag__RSTR           1.995162e-02 -2.780079e-02 -8.171921e-03 -8.490677e-03   
flag__S0             1.718411e-03  7.185298e-03  3.572632e-03 -1.321796e-03   
flag__S1             8.259616e-03 -1.865089e-02 -1.073281e-02 -1.192415e-02   
flag__S2            -3.393301e-03  1.950466e-03  1.300592e-03  2.100512e-03   
flag__S3            -1.267288e-04  2.075117e-04 -9.230032e-05  1.873669e-04   
flag__SF            -1.642900e-03 -4.446134e-03  5.669006e-03 -3.375371e-04   
flag__SH            -6.279846e-03  1.336511e-02  6.465629e-04  1.086757e-02   

                             PC85          PC86          PC87          PC88  \
duration             4.409967e-04  6.907930e-04 -5.645568e-04  1.184463e-03   
src_bytes            2.496154e-04 -5.504749e-04  6.570514e-04  6.998248e-03   
dst_bytes           -1.540201e-03 -1.477869e-03  6.683977e-04 -2.695130e-03   
land                -6.419919e-04 -8.383522e-05 -3.102331e-04 -2.241888e-03   
wrong_fragment      -6.233286e-05 -3.478550e-04  3.142927e-04  1.003779e-03   
urgent               4.236176e-05  1.905687e-05 -1.242326e-05  4.754506e-05   
hot                  1.487580e-03  1.524643e-03 -1.346236e-03  4.522021e-03   
num_failed_logins    7.981642e-06  1.770322e-05  2.131023e-05  1.962255e-04   
logged_in           -8.363697e-03 -2.465823e-03  1.002187e-04 -1.215576e-02   
num_compromised     -2.978532e-05 -1.615091e-04 -5.788650e-05  6.452486e-04   
root_shell           3.202732e-04  9.926044e-04 -1.435651e-05  1.708617e-03   
su_attempted        -1.396624e-05  1.475931e-04  6.852412e-04 -2.822196e-03   
num_root             1.788060e-04  8.803743e-05  1.464939e-05  5.042744e-04   
num_file_creations   5.068663e-05 -5.356968e-05 -1.565306e-05  3.879639e-04   
num_shells          -2.651833e-05 -2.908080e-05  2.166124e-05 -7.711886e-05   
num_access_files    -3.902359e-05  2.026352e-05  4.095313e-06 -3.630301e-04   
num_outbound_cmds    2.168404e-17  6.245005e-17 -7.806256e-18  1.370432e-16   
is_host_login       -6.814584e-06 -9.445302e-06  1.351985e-05  1.840907e-05   
is_guest_login      -8.473947e-03 -7.782936e-03  7.789302e-03 -4.909137e-02   
count                2.122641e-03  7.732995e-03 -5.949471e-03  6.712493e-05   
srv_count           -1.239546e-03 -4.471356e-03  3.665509e-03 -5.045043e-05   
serror_rate         -2.935690e-03 -3.318266e-03 -3.287881e-03 -2.147152e-02   
srv_serror_rate      3.746698e-03  5.615398e-03  4.171212e-03  1.482017e-02   
rerror_rate         -1.521608e-03 -1.985726e-03 -2.684058e-03 -9.429165e-03   
srv_rerror_rate     -1.265878e-03  2.183722e-03  3.359626e-03 -1.046855e-02   
same_srv_rate       -1.503316e-03  2.654740e-03 -4.109825e-03 -1.559684e-02   
diff_srv_rate       -3.880486e-04 -3.540476e-04 -1.255095e-03 -4.506629e-03   
srv_diff_host_rate   2.111329e-04  1.083145e-04 -4.280878e-05  4.228013e-04   
dst_host_count       7.820041e-05 -1.694912e-04  3.762019e-04 -4.277648e-05   
dst_host_srv_count   5.395041e-04  8.511114e-04 -7.373639e-05  2.410564e-03   
...                           ...           ...           ...           ...   
service__remote_job  3.606553e-03  3.938743e-03  1.001815e-03  5.768759e-03   
service__rje         3.879192e-03  4.105348e-03  1.499494e-03  5.824127e-03   
service__shell       2.513309e-03  1.429404e-03  3.019208e-04  2.288740e-03   
service__smtp       -9.338661e-03 -6.767390e-03 -4.984098e-03  1.601753e-02   
service__sql_net     3.916041e-02  4.057376e-02  2.009999e-02  4.274002e-01   
service__ssh         9.298992e-01 -3.124715e-01 -3.271097e-02 -6.562435e-02   
service__sunrpc     -6.414720e-02 -4.898801e-02  1.815485e-02 -4.058363e-02   
service__supdup     -2.721527e-02 -2.414021e-02 -5.558152e-03 -2.935446e-02   
service__systat     -3.485946e-02 -3.195831e-02 -5.385253e-03 -3.464078e-02   
service__telnet     -9.138256e-03 -6.867408e-03 -1.915559e-03  9.478576e-03   
service__tftp_u      1.414928e-04  1.232494e-04  3.836711e-05  2.788684e-04   
service__tim_i       5.238092e-05  4.614961e-05  1.907722e-05  2.053855e-04   
service__time       -2.321401e-02 -1.990943e-02  7.427988e-03 -1.704313e-02   
service__urh_i       2.828250e-05  4.703200e-05 -2.808424e-05 -2.268492e-04   
service__urp_i      -4.861074e-03  3.093643e-03 -2.507449e-03 -6.858740e-03   
service__uucp       -1.580699e-02 -7.344727e-03  5.932754e-04 -1.825400e-02   
service__uucp_path  -2.195108e-02 -2.109859e-02 -3.728806e-03 -2.561593e-02   
service__vmnet      -2.436247e-02 -2.340472e-02 -3.912821e-03 -2.760107e-02   
service__whois      -2.148479e-02 -2.045372e-02 -3.884494e-03 -2.493167e-02   
flag__OTH            1.439183e-03  1.278948e-03  2.777231e-03  6.585082e-03   
flag__REJ           -5.273466e-04  6.621624e-04  1.375409e-02  9.802225e-03   
flag__RSTO          -3.394201e-03 -4.657783e-03 -1.951360e-02  2.497536e-04   
flag__RSTOS0         4.211005e-03 -2.038982e-03 -2.469451e-03 -2.397125e-03   
flag__RSTR           3.151358e-03  3.539410e-03  5.260937e-03  2.336478e-02   
flag__S0            -1.069145e-02 -8.805271e-03  1.646996e-03 -1.623942e-02   
flag__S1            -5.090504e-03  7.273410e-03  1.128631e-02 -1.151268e-01   
flag__S2             1.403718e-03 -4.990366e-04 -5.159711e-03  3.956957e-02   
flag__S3             1.936595e-04 -2.685661e-04 -7.800732e-04  1.013073e-02   
flag__SF            -1.434281e-04  4.426818e-03  5.037762e-03 -5.679179e-02   
flag__SH             9.448005e-03 -9.111097e-04 -1.184048e-02  1.008530e-01   

                             PC89          PC90          PC91          PC92  \
duration            -4.987926e-04  2.745877e-03 -6.182603e-03  8.039081e-04   
src_bytes           -3.648310e-03 -9.342307e-03 -8.501096e-03 -4.799191e-03   
dst_bytes            1.807642e-03 -1.990826e-02 -8.712376e-03 -9.554439e-03   
land                 1.869754e-03 -6.975143e-03  1.920772e-03  1.438514e-04   
wrong_fragment      -6.028212e-04 -3.189910e-04 -2.056786e-03  4.156218e-03   
urgent              -2.292847e-05  3.460531e-04 -3.580410e-05  2.121135e-05   
hot                 -1.268403e-03  4.050212e-03  2.512834e-03  1.833300e-03   
num_failed_logins   -1.122927e-04  1.766033e-04  1.053308e-04  1.067084e-04   
logged_in            1.006484e-02 -5.891109e-02 -1.135487e-02 -4.049732e-03   
num_compromised      4.113899e-07 -2.591595e-03  2.721043e-03  1.120868e-03   
root_shell          -2.175415e-03  1.464308e-02 -2.422204e-02 -1.642711e-02   
su_attempted        -2.074039e-03  3.598406e-02 -1.188329e-02 -4.802881e-03   
num_root            -2.709300e-04  2.147395e-04 -3.622909e-05  1.064730e-04   
num_file_creations  -1.711872e-05 -1.333697e-03  1.455206e-03  5.002311e-04   
num_shells           4.310648e-06  1.336517e-04 -7.594387e-05  1.479712e-05   
num_access_files     1.201190e-04  5.800144e-04 -1.266598e-04 -4.347486e-05   
num_outbound_cmds   -3.469447e-17  3.469447e-17 -3.053113e-16  1.752071e-16   
is_host_login       -1.291114e-05 -1.911192e-05  1.481860e-04  9.875478e-05   
is_guest_login       1.524775e-02  2.919832e-02  1.860298e-02  1.918793e-02   
count                1.393539e-03 -3.969259e-03  1.336775e-03 -3.867472e-03   
srv_count           -8.735620e-04  3.945741e-03 -1.616102e-03  3.351615e-03   
serror_rate          1.325788e-02  2.165121e-02  2.235725e-02  1.113995e-03   
srv_serror_rate     -8.733357e-03  5.057145e-03 -7.704989e-03  1.676624e-03   
rerror_rate          5.899325e-03  3.283303e-02  1.545687e-02  4.770317e-03   
srv_rerror_rate     -1.735162e-03  6.210659e-02 -1.588976e-02 -2.996100e-03   
same_srv_rate        9.348160e-03 -4.830128e-04 -1.387970e-03 -1.152365e-02   
diff_srv_rate        2.653761e-03 -3.683143e-03 -2.308693e-03 -4.541736e-03   
srv_diff_host_rate   7.306640e-06 -8.491982e-04  1.480005e-04  1.433382e-04   
dst_host_count       3.208791e-05 -1.018624e-03  4.466586e-03  3.747400e-03   
dst_host_srv_count  -1.179319e-03  3.401615e-03  1.215527e-03  3.121640e-03   
...                           ...           ...           ...           ...   
service__remote_job  1.546874e-03  1.161978e-03  5.003110e-03  1.518880e-02   
service__rje         2.211990e-03  1.390672e-03  7.113298e-03  1.974972e-02   
service__shell       2.572217e-03  1.094871e-02  5.847935e-03  1.565323e-02   
service__smtp       -2.281244e-02  1.601648e-02  1.140393e-02 -6.429926e-03   
service__sql_net     8.842532e-01  7.567069e-02 -2.570622e-02 -5.324953e-02   
service__ssh        -2.469409e-02  3.994364e-03 -1.447874e-02 -3.661362e-02   
service__sunrpc     -1.867120e-02 -1.279695e-02 -1.556891e-02 -3.531726e-02   
service__supdup     -4.958954e-03  1.087866e-03 -1.317269e-02 -2.712692e-02   
service__systat     -5.124126e-03  2.542243e-03 -1.366466e-02 -2.804015e-02   
service__telnet     -1.767512e-02 -1.559448e-02  1.056170e-02 -1.066997e-02   
service__tftp_u     -2.213280e-05 -2.984923e-05  4.681724e-04 -5.674453e-04   
service__tim_i      -9.144181e-05  2.978689e-04 -2.527578e-04 -6.551440e-04   
service__time       -1.362731e-02 -1.357371e-02 -1.280734e-02 -2.700276e-02   
service__urh_i       1.858101e-04  2.207905e-04  1.014481e-04 -7.618948e-04   
service__urp_i       1.171485e-03  2.082203e-02  5.483359e-04  9.811553e-03   
service__uucp       -9.524061e-03 -1.070670e-02 -9.176884e-03 -2.859588e-02   
service__uucp_path  -3.935675e-03  2.675601e-03 -1.268102e-02 -2.485813e-02   
service__vmnet      -4.123573e-03  2.255679e-03 -1.319651e-02 -2.572807e-02   
service__whois      -4.130894e-03  1.366928e-03 -1.196339e-02 -2.453054e-02   
flag__OTH            4.895689e-03 -5.243220e-02 -3.751526e-03 -3.044206e-03   
flag__REJ           -6.261864e-03 -5.896001e-02  2.174415e-02  6.756653e-03   
flag__RSTO           1.297748e-02 -3.074460e-02  1.549091e-02  1.352405e-02   
flag__RSTOS0        -1.731296e-03  2.193528e-02 -5.548848e-02 -3.022112e-02   
flag__RSTR          -1.131253e-02 -9.530459e-02 -8.002376e-03 -1.574436e-02   
flag__S0             7.738465e-03  6.766559e-03  3.829008e-02  2.750258e-02   
flag__S1            -8.304913e-03  7.157183e-01 -3.744165e-02  4.062549e-02   
flag__S2             8.792275e-04 -2.762975e-01 -8.921203e-02 -1.130375e-01   
flag__S3            -2.494448e-04 -6.925886e-02 -4.334817e-03 -1.212514e-02   
flag__SF             9.610871e-03  3.161672e-01  6.068654e-02  3.902771e-02   
flag__SH            -8.241688e-03 -4.775895e-01  6.201920e-02  4.673589e-02   

                             PC93          PC94          PC95          PC96  \
duration            -1.762604e-03 -2.361731e-03  4.166903e-03 -2.258693e-04   
src_bytes           -1.030254e-02  7.357129e-03 -1.780775e-02  8.294305e-04   
dst_bytes           -3.661197e-03  5.265825e-03 -9.339297e-05  3.101239e-03   
land                -9.999022e-03  1.843844e-03 -2.053200e-03  1.116963e-02   
wrong_fragment       9.898453e-04  2.577163e-04 -1.123840e-05 -4.719745e-04   
urgent               7.655394e-05  4.796666e-04  2.899183e-04 -3.533842e-05   
hot                  9.528129e-03 -2.231542e-02  5.586837e-02  5.261763e-03   
num_failed_logins    1.317377e-04 -3.573404e-04  7.191301e-04  1.963348e-04   
logged_in           -2.743131e-02 -1.259911e-02  1.980438e-02  3.164418e-02   
num_compromised      6.982184e-04  2.177271e-02  7.377126e-03  5.697008e-04   
root_shell          -4.750515e-02 -8.427045e-01 -3.142765e-01  3.503561e-03   
su_attempted        -2.657887e-02 -3.723418e-01 -2.277819e-01 -2.711703e-02   
num_root             1.395290e-03  8.981445e-03  4.937088e-03  8.433138e-05   
num_file_creations  -4.648406e-04  7.873099e-04 -1.820798e-03  2.692431e-05   
num_shells          -6.298523e-05  2.992755e-03  8.421731e-06 -7.314099e-05   
num_access_files     2.465570e-04  4.183932e-03  3.103919e-03  2.414606e-04   
num_outbound_cmds   -3.747003e-16 -6.591949e-16 -6.036838e-16 -3.530162e-16   
is_host_login        6.183144e-04  3.683641e-03  1.689868e-03  1.241684e-04   
is_guest_login      -1.348491e-01  3.656022e-01 -8.658766e-01 -9.564675e-02   
count               -3.412710e-03  9.051314e-04 -1.148123e-03  1.086107e-03   
srv_count            2.844915e-03 -8.662949e-04  1.304124e-03 -1.284214e-03   
serror_rate         -4.612099e-02 -6.732242e-04  6.562581e-03 -4.867713e-03   
srv_serror_rate      4.103135e-02  8.103501e-03 -1.684577e-02 -2.444713e-02   
rerror_rate         -1.279919e-02 -1.861841e-03  2.757560e-03  2.183114e-02   
srv_rerror_rate     -5.192536e-03  4.550675e-03 -3.692304e-03  1.018383e-02   
same_srv_rate        1.161797e-03 -3.355852e-03  7.217601e-03  4.983567e-03   
diff_srv_rate       -3.462988e-03 -4.326841e-04  2.325269e-03  9.421014e-05   
srv_diff_host_rate  -3.681683e-04 -1.359570e-04 -4.837916e-04  2.198438e-04   
dst_host_count       5.689571e-05  4.184138e-04 -1.441188e-03 -5.311954e-04   
dst_host_srv_count   2.180594e-03 -3.686037e-03  4.915325e-03 -3.862406e-04   
...                           ...           ...           ...           ...   
service__remote_job  1.433398e-02 -1.464002e-03 -9.030080e-04  2.325644e-02   
service__rje         8.500728e-03 -4.182364e-03  6.517785e-03 -4.114866e-03   
service__shell       8.757931e-03 -9.729126e-04  2.909962e-03 -7.767413e-03   
service__smtp       -1.592659e-03  9.825339e-03 -1.767420e-02 -1.323592e-02   
service__sql_net    -8.830421e-03  4.521810e-03 -4.814631e-03 -4.487430e-04   
service__ssh        -8.073525e-03  3.307948e-03 -3.061698e-03 -4.477625e-03   
service__sunrpc     -5.545517e-03  1.235940e-04  3.611370e-03  4.431655e-03   
service__supdup     -4.319263e-03  2.174724e-03 -2.037636e-03  3.425375e-04   
service__systat     -5.013255e-03  2.018751e-03 -1.250259e-03 -1.911737e-03   
service__telnet     -8.275953e-03  8.804395e-03 -1.441793e-02 -6.795219e-04   
service__tftp_u     -1.192696e-04 -2.182861e-04  3.876483e-04 -2.217077e-05   
service__tim_i       7.927736e-05  2.834286e-04 -7.631749e-04  3.961516e-05   
service__time       -1.401712e-02  1.824266e-03 -1.126397e-03  3.827811e-03   
service__urh_i       3.462238e-04 -5.857862e-04  9.823439e-04  2.772745e-04   
service__urp_i       1.375520e-02  1.903130e-03 -3.736457e-04  7.931983e-04   
service__uucp       -6.620040e-03  9.671808e-04  1.713302e-03  5.214948e-03   
service__uucp_path  -3.912128e-03  2.028069e-03 -1.664652e-03 -1.735665e-04   
service__vmnet      -3.644797e-03  1.982742e-03 -1.558786e-03  8.922538e-05   
service__whois      -4.617141e-03  1.951231e-03 -1.397443e-03 -1.196983e-03   
flag__OTH            6.338948e-02 -1.723416e-03 -3.723611e-03  5.407743e-02   
flag__REJ           -4.000478e-02 -2.809002e-03  7.677701e-03 -1.828095e-01   
flag__RSTO          -3.984178e-02  6.861112e-03 -1.495251e-02 -2.026279e-01   
flag__RSTOS0         3.659663e-01  3.335531e-02 -1.473330e-01  8.165021e-01   
flag__RSTR          -7.144967e-02  1.298590e-02 -1.255104e-02 -1.831959e-01   
flag__S0            -2.292887e-01 -1.050892e-02  4.132962e-02  6.927404e-02   
flag__S1            -1.117050e-01 -4.532584e-03  9.578923e-02 -6.150133e-02   
flag__S2             6.401588e-01 -2.140130e-02 -4.363471e-02 -4.021877e-01   
flag__S3             3.310237e-02  1.342535e-02 -2.207189e-02  5.310199e-02   
flag__SF            -5.357823e-02 -9.498036e-03  2.590598e-02 -1.042422e-01   
flag__SH            -5.567487e-01 -1.615441e-02  7.356422e-02  1.436089e-01   

                             PC97          PC98          PC99         PC100  \
duration             2.999295e-04  6.231792e-06  1.943769e-04 -7.257932e-04   
src_bytes           -6.839037e-04 -1.201291e-03 -7.634185e-05 -6.786189e-03   
dst_bytes           -3.319614e-04 -7.343066e-04  1.321216e-05 -4.209335e-03   
land                -2.538965e-04  6.680634e-05 -2.089763e-04 -2.166230e-03   
wrong_fragment      -2.221700e-04 -1.556991e-04 -3.935231e-05 -2.588610e-04   
urgent               2.344293e-05  2.165127e-05  2.439271e-06  5.407995e-05   
hot                 -1.763109e-04  3.188562e-04  1.974711e-04  4.046927e-03   
num_failed_logins    3.024701e-07  1.724879e-05 -3.972804e-06  1.286024e-04   
logged_in            6.592595e-04  1.092103e-03 -4.356349e-04  3.119680e-03   
num_compromised      1.140863e-04  2.342803e-04 -4.340197e-05  1.251474e-03   
root_shell          -1.717556e-03 -1.767279e-03  6.595230e-04  9.285326e-04   
su_attempted        -1.864768e-03 -3.129142e-03 -1.109175e-03 -2.589939e-02   
num_root             1.045719e-05 -6.850785e-06  3.637999e-05  1.235292e-04   
num_file_creations   2.982946e-05  6.799738e-05 -3.052328e-05  3.105821e-04   
num_shells           9.459180e-06 -1.051059e-06 -5.596425e-06 -1.182390e-04   
num_access_files     1.344105e-05  2.080700e-05  1.303408e-05  1.693705e-04   
num_outbound_cmds    9.280771e-17 -3.426892e-16 -7.806256e-18 -4.562323e-16   
is_host_login       -1.450455e-05  1.128651e-05 -2.912247e-06  1.549457e-04   
is_guest_login       8.623330e-03  2.733508e-03 -2.525555e-03 -2.317806e-02   
count                1.621183e-04 -5.337726e-04  5.371822e-04  1.412259e-03   
srv_count           -5.806941e-05  4.029438e-04 -2.996430e-04 -6.487124e-04   
serror_rate         -4.346376e-06 -2.780524e-04  1.431641e-03  8.731640e-03   
srv_serror_rate     -4.224396e-05  8.163769e-04  7.247918e-04  1.360169e-02   
rerror_rate         -2.147264e-03 -2.801055e-03 -2.942548e-04 -6.430653e-03   
srv_rerror_rate      1.080676e-03  9.654267e-04 -2.930011e-03 -2.169985e-02   
same_srv_rate        2.440342e-04 -2.359985e-04  8.252641e-05 -2.927404e-03   
diff_srv_rate        4.380842e-04  1.288766e-04  8.180671e-05 -1.236698e-03   
srv_diff_host_rate   1.112491e-04  5.712116e-05  4.460651e-05  2.180271e-04   
dst_host_count      -2.194311e-04 -1.016594e-04  4.654799e-05  4.515823e-04   
dst_host_srv_count  -3.655548e-05  3.233768e-04 -6.669310e-05  1.958665e-03   
...                           ...           ...           ...           ...   
service__remote_job  1.747584e-01  6.328589e-01  7.098707e-01 -1.970150e-01   
service__rje         9.308885e-01 -3.231006e-01  2.213029e-03 -8.925934e-02   
service__shell       6.680817e-02  8.894332e-02 -2.246680e-04  1.264175e-01   
service__smtp       -2.495629e-02 -2.091511e-02 -5.955993e-05 -4.835964e-04   
service__sql_net    -3.655240e-02 -3.125776e-02 -1.200537e-04 -2.113462e-02   
service__ssh        -3.289339e-02 -2.843766e-02  2.509985e-05 -1.919589e-02   
service__sunrpc     -3.185314e-02 -2.727469e-02 -3.333824e-04 -1.910255e-02   
service__supdup     -2.807283e-02 -2.461320e-02 -1.971369e-04 -1.770015e-02   
service__systat     -2.883152e-02 -2.509478e-02 -2.493947e-04 -1.847957e-02   
service__telnet     -2.561712e-02 -2.236481e-02  2.825393e-05 -8.461882e-03   
service__tftp_u      9.555363e-04  9.635849e-04 -5.600299e-06  1.207825e-03   
service__tim_i       4.269604e-04  3.042984e-04 -5.801361e-06 -5.380964e-04   
service__time       -2.867124e-02 -2.474906e-02 -2.525770e-04 -1.682885e-02   
service__urh_i       5.910057e-04  5.520637e-04 -2.038436e-05  2.121518e-04   
service__urp_i      -5.844628e-03 -4.467935e-03 -1.363796e-04 -7.522907e-05   
service__uucp       -2.768735e-02 -2.456544e-02  1.188079e-04 -1.560979e-02   
service__uucp_path  -2.697056e-02 -2.363363e-02 -3.165963e-04 -1.754776e-02   
service__vmnet      -2.742935e-02 -2.399695e-02 -3.237990e-04 -1.777116e-02   
service__whois      -2.690087e-02 -2.362854e-02 -2.216567e-04 -1.741757e-02   
flag__OTH           -3.063329e-04 -1.984940e-03 -3.199752e-04  2.815819e-02   
flag__REJ           -1.493313e-03  4.196157e-03  1.026985e-02  7.143562e-02   
flag__RSTO           3.727772e-03  7.609119e-03  1.041164e-02  7.165163e-02   
flag__RSTOS0        -8.312857e-04 -1.330244e-02 -1.541253e-02  1.633638e-02   
flag__RSTR           1.223459e-03  6.229771e-03  1.047064e-02  8.113891e-02   
flag__S0            -2.431481e-03 -2.512038e-03 -4.984057e-03 -7.197441e-02   
flag__S1            -2.594478e-04  3.272046e-04 -3.103907e-03 -6.102123e-02   
flag__S2            -4.105357e-03  3.878947e-04 -7.580429e-03 -1.093153e-01   
flag__S3            -2.862525e-04 -3.004268e-03  3.301633e-03  7.411508e-02   
flag__SF            -1.138298e-03  1.289224e-03  9.430923e-04 -9.158075e-03   
flag__SH             5.900536e-03  7.643130e-04 -3.995952e-03 -9.136675e-02   

                            PC101         PC102         PC103         PC104  \
duration             1.100106e-04  4.990916e-04  9.592404e-05 -7.970418e-04   
src_bytes            7.352196e-04  3.558185e-03  9.652727e-04  2.660331e-03   
dst_bytes            2.715370e-04  2.642656e-03  1.325586e-03 -9.006269e-04   
land                 3.567032e-03 -1.463428e-03  3.155621e-04 -4.149759e-03   
wrong_fragment       3.662734e-04 -4.705786e-04 -6.987341e-05 -5.016581e-05   
urgent              -2.335430e-05 -2.022251e-05 -7.875575e-06  3.658518e-05   
hot                 -4.679347e-03  2.015601e-03 -6.229106e-04 -6.238082e-03   
num_failed_logins   -1.717333e-05 -5.401269e-05 -8.038129e-06  4.910944e-04   
logged_in            4.352362e-03 -3.620960e-03  1.681783e-03 -7.678198e-03   
num_compromised     -1.325995e-04 -5.393587e-04  8.118746e-05  1.692314e-02   
root_shell          -9.367174e-03  1.258820e-02  5.296626e-03  4.319932e-01   
su_attempted         1.277059e-02 -4.817686e-03 -4.767631e-03 -8.964874e-01   
num_root            -1.267073e-04  7.868207e-05 -1.692845e-04  7.629136e-03   
num_file_creations   2.136825e-04 -4.325722e-04 -6.342785e-05 -9.814034e-04   
num_shells           1.191673e-04 -7.850625e-05 -1.674175e-05 -3.103856e-03   
num_access_files    -1.401040e-04  8.787341e-05  4.164361e-05  4.493558e-03   
num_outbound_cmds   -1.565588e-16  4.215378e-16  1.611124e-16 -7.546047e-16   
is_host_login        2.581381e-05 -1.181193e-04 -2.452573e-05  6.659064e-03   
is_guest_login       5.296222e-02 -3.820239e-02  3.540468e-03  7.862556e-02   
count                1.414862e-03  8.929575e-04  1.376103e-03 -3.498768e-04   
srv_count           -1.084804e-03 -4.532358e-04 -8.919145e-04  8.108346e-05   
serror_rate         -2.878529e-02  2.160254e-02 -3.518526e-03 -1.930424e-03   
srv_serror_rate     -3.647106e-02  2.943748e-02  2.366134e-03  3.825690e-03   
rerror_rate          1.812060e-02 -1.965365e-02 -5.166973e-03 -1.827436e-03   
srv_rerror_rate      6.540017e-02 -4.772301e-02  4.944947e-03  2.250137e-03   
same_srv_rate       -1.543243e-03  5.010171e-03  1.285444e-03 -6.776124e-04   
diff_srv_rate       -2.602964e-04  7.947114e-04  1.610946e-05 -1.619553e-04   
srv_diff_host_rate  -7.310674e-04  5.740465e-04 -4.390081e-05  1.265954e-04   
dst_host_count      -2.086796e-04 -2.904245e-04 -1.998862e-04  3.640946e-04   
dst_host_srv_count  -6.975099e-04 -3.574869e-04 -4.041182e-05  3.877879e-04   
...                           ...           ...           ...           ...   
service__remote_job -6.182942e-02 -2.638746e-02 -5.784604e-02  1.367417e-03   
service__rje        -3.838072e-02 -1.256709e-02 -3.851276e-02  1.296181e-03   
service__shell       5.763762e-02  1.445855e-02  9.746700e-01 -8.594939e-03   
service__smtp       -8.334815e-03 -9.944076e-03 -1.065534e-02  5.200466e-03   
service__sql_net    -9.376581e-03 -3.472538e-03 -1.236109e-02  8.480464e-04   
service__ssh        -9.072129e-03 -2.589617e-03 -1.137111e-02  9.227371e-04   
service__sunrpc     -6.235568e-03 -1.620831e-03 -9.595094e-03 -1.094922e-04   
service__supdup     -8.773467e-03 -1.853521e-03 -1.035461e-02  4.680044e-04   
service__systat     -9.225529e-03 -1.987017e-03 -1.080108e-02  6.132773e-04   
service__telnet     -4.215896e-03 -7.297166e-03 -9.389365e-03 -6.536630e-03   
service__tftp_u      5.067801e-04 -3.221124e-04  4.177426e-04 -1.480717e-04   
service__tim_i       2.755029e-04  6.232170e-04  3.976898e-04  1.461017e-04   
service__time       -7.696330e-03  2.487554e-05 -8.658028e-03  4.261185e-04   
service__urh_i       8.883205e-05  4.828519e-04  4.275587e-04 -1.340576e-04   
service__urp_i      -2.841877e-03 -2.432862e-04 -2.033815e-03 -1.097480e-03   
service__uucp       -4.363337e-03 -9.269677e-04 -7.687360e-03 -4.831397e-04   
service__uucp_path  -8.494175e-03 -2.210174e-03 -1.034790e-02  6.663162e-04   
service__vmnet      -8.920683e-03 -1.959953e-03 -1.047801e-02  6.019238e-04   
service__whois      -8.647249e-03 -1.963580e-03 -1.026441e-02  5.765683e-04   
flag__OTH           -1.248796e-01  1.139388e-01  4.838377e-03 -3.253440e-02   
flag__REJ           -2.162200e-01  1.738890e-01 -8.467507e-04  1.413240e-03   
flag__RSTO          -2.292876e-01  1.715734e-01 -6.896333e-03  5.393152e-03   
flag__RSTOS0         8.783485e-03 -1.246998e-02  3.199006e-04 -4.054895e-03   
flag__RSTR          -2.125603e-01  1.640174e-01 -2.120169e-03  4.340562e-03   
flag__S0             2.038155e-01 -1.597378e-01  2.598325e-03 -3.621313e-03   
flag__S1             1.944151e-01 -1.687296e-01 -6.957601e-03  2.624024e-02   
flag__S2             3.457339e-01 -2.891537e-01 -4.659095e-03  1.496914e-02   
flag__S3            -3.189981e-01  2.936835e-01  1.411450e-02 -1.098873e-02   
flag__SF             5.239054e-02 -5.488150e-02 -7.302775e-03  5.776317e-03   
flag__SH             2.968070e-01 -2.321294e-01  6.911622e-03 -6.933308e-03   

                            PC105         PC106         PC107         PC108  \
duration             1.212114e-04  7.241273e-04  1.517741e-04  1.054071e-04   
src_bytes           -3.500280e-03  1.851857e-03 -6.054420e-04 -7.668250e-05   
dst_bytes           -3.578046e-03 -1.106869e-03 -5.985210e-04  2.018094e-04   
land                -1.206176e-02  8.452035e-03  9.994290e-01 -1.113898e-02   
wrong_fragment       3.734516e-04 -1.165235e-04 -2.422958e-05  1.899476e-04   
urgent               4.698514e-05  3.666894e-05  1.441768e-05  4.942649e-07   
hot                 -1.833137e-03 -1.917189e-03  4.215586e-04  9.843475e-06   
num_failed_logins    4.324453e-05  3.151767e-05  7.278035e-06  2.061619e-06   
logged_in           -5.413943e-03  7.928627e-03 -3.607367e-03  1.895752e-04   
num_compromised     -3.415553e-05  6.990315e-04  2.188112e-05 -5.818610e-06   
root_shell           9.238153e-03  1.166245e-02  2.431647e-03 -3.158574e-04   
su_attempted        -6.047353e-03 -2.491902e-02 -3.013969e-03 -6.270086e-05   
num_root             3.175938e-04  5.814950e-05  4.942389e-05  3.016717e-05   
num_file_creations  -1.017090e-04  9.499457e-05 -7.180536e-05  8.496372e-06   
num_shells          -5.537559e-07 -3.996508e-05 -1.443980e-05 -1.556867e-06   
num_access_files    -1.021338e-05  1.284340e-04  2.673656e-06 -4.608527e-06   
num_outbound_cmds   -5.702903e-17  2.966377e-16 -9.926955e-16  4.484260e-16   
is_host_login        2.282557e-04 -2.602841e-05  9.368863e-05  6.792536e-07   
is_guest_login       3.218396e-02  2.513727e-02 -2.623554e-03  1.207055e-03   
count               -3.571826e-04  7.669359e-04 -3.973068e-04 -1.692060e-04   
srv_count            2.381632e-04 -5.739442e-04  1.746378e-04  6.980333e-04   
serror_rate         -1.244795e-02  2.272079e-02 -2.949900e-05 -5.306207e-04   
srv_serror_rate     -2.766249e-02  1.539727e-02 -5.168242e-03  2.964103e-04   
rerror_rate          2.562739e-02  2.178226e-02 -1.465145e-03  1.564801e-04   
srv_rerror_rate      6.633241e-02  2.652146e-02  2.127728e-04  3.067417e-06   
same_srv_rate       -3.883607e-03 -1.169764e-03 -1.406030e-03 -1.056500e-03   
diff_srv_rate       -6.650689e-04  4.122522e-04 -5.998474e-04 -2.548823e-06   
srv_diff_host_rate  -6.688666e-04 -2.649972e-04 -8.430503e-04  2.739355e-04   
dst_host_count      -3.639582e-04 -4.144857e-04 -6.406920e-04  3.770385e-04   
dst_host_srv_count   6.634273e-04  3.409420e-04  1.514413e-03  1.550608e-04   
...                           ...           ...           ...           ...   
service__remote_job  2.151312e-03  4.903010e-04 -2.141316e-04 -4.749582e-03   
service__rje        -2.430850e-03 -9.925027e-04  2.585948e-04 -4.705765e-03   
service__shell      -1.015408e-02 -1.485222e-03 -1.560584e-04 -5.141178e-03   
service__smtp        5.762780e-03  6.401536e-03  3.228329e-03 -3.302247e-03   
service__sql_net    -1.385551e-03 -4.168167e-03 -1.790726e-04 -4.122539e-03   
service__ssh        -2.278518e-04 -1.613466e-04  3.360124e-04 -4.061006e-03   
service__sunrpc     -1.792262e-03 -3.061048e-03 -1.427757e-04 -4.012809e-03   
service__supdup     -1.219307e-03 -5.209455e-04 -1.548856e-04 -3.968888e-03   
service__systat     -1.039168e-03 -5.928798e-04 -1.702284e-04 -3.984601e-03   
service__telnet      7.868391e-04  8.452268e-04  8.748268e-04 -3.619674e-03   
service__tftp_u      7.381662e-04  3.893507e-04  8.580765e-04  5.233535e-04   
service__tim_i      -4.369291e-04 -2.495884e-04  3.147690e-03  3.435944e-01   
service__time       -3.973233e-03  2.568483e-03 -2.383091e-05 -3.793960e-03   
service__urh_i      -3.033374e-04 -6.029384e-04  6.261655e-03  5.747848e-01   
service__urp_i       3.546605e-04 -8.034246e-04 -8.970803e-03 -3.483486e-01   
service__uucp       -8.853577e-04  4.282413e-04 -3.908154e-04 -3.973673e-03   
service__uucp_path  -1.270344e-03 -1.862522e-03 -1.449970e-04 -3.938502e-03   
service__vmnet      -1.131380e-03 -5.148565e-04 -1.694581e-04 -3.937886e-03   
service__whois      -1.012313e-03 -5.295328e-04 -1.276390e-04 -3.936340e-03   
flag__OTH            9.391874e-02  9.226889e-01 -6.091348e-03  1.221945e-03   
flag__REJ           -3.066353e-01 -1.167059e-01 -4.670327e-04 -4.199551e-04   
flag__RSTO          -3.078995e-01 -1.178894e-01 -3.523789e-04 -3.602177e-04   
flag__RSTOS0        -2.308862e-01 -1.440050e-01 -6.471950e-03 -9.781830e-04   
flag__RSTR          -3.017684e-01 -1.123468e-01  4.602295e-04 -2.606841e-04   
flag__S0             3.729703e-02 -4.147754e-02 -8.843332e-03 -1.342026e-04   
flag__S1             7.274564e-02 -4.252814e-02  7.011018e-03  4.230097e-04   
flag__S2             9.036351e-02 -6.117528e-02  9.145857e-03  1.105871e-04   
flag__S3             7.935453e-01 -2.731614e-01  1.281280e-02  2.069240e-04   
flag__SF             3.261483e-03  2.136772e-02  8.128238e-04 -4.253875e-04   
flag__SH             5.605782e-02 -3.476714e-02 -8.016682e-03  6.161644e-04   

                            PC109         PC110         PC111         PC112  \
duration            -4.717868e-05  5.778905e-06  2.355869e-05 -2.236285e-05   
src_bytes            3.107751e-04 -2.116962e-04 -5.434173e-05  2.183499e-04   
dst_bytes           -6.031311e-06  3.604342e-05 -2.875398e-04  2.168577e-04   
land                 2.020759e-04  1.075460e-03 -1.344427e-04 -8.416289e-04   
wrong_fragment      -2.819248e-05 -4.292116e-05  1.349621e-05  5.850393e-05   
urgent              -8.370724e-07  1.349863e-06  2.319575e-06 -4.034602e-07   
hot                 -1.065741e-04  8.516180e-05  1.195321e-05 -7.700668e-05   
num_failed_logins   -1.816108e-06  3.625687e-07  1.356848e-05 -3.114959e-06   
logged_in           -1.560205e-04  2.772974e-04  1.859529e-03 -2.020919e-04   
num_compromised      5.395124e-07 -1.467875e-06  3.407786e-05 -1.404262e-05   
root_shell           5.434765e-05  6.390686e-05  2.680504e-04 -1.536676e-05   
su_attempted        -7.288544e-05  4.277820e-05 -8.672460e-05 -8.053782e-05   
num_root             1.024206e-06 -1.265797e-05 -3.225792e-05  1.100530e-05   
num_file_creations  -3.292622e-06 -3.641462e-06  2.368283e-06 -8.659232e-06   
num_shells           6.127159e-07  2.260660e-06 -1.808656e-06  1.327073e-06   
num_access_files    -7.016036e-07  3.797178e-06  6.672234e-07  4.231259e-07   
num_outbound_cmds    3.967096e-16 -1.364062e-16  1.688645e-16 -1.775923e-16   
is_host_login        4.604246e-06 -3.623284e-05 -1.344794e-05  5.243655e-05   
is_guest_login       7.858586e-04 -1.119610e-03  2.562886e-04  3.801058e-04   
count                3.820097e-05  8.413220e-05 -4.714631e-06  1.799743e-05   
srv_count           -9.050696e-05 -5.295883e-05 -1.800957e-05 -2.111637e-05   
serror_rate          6.575077e-05  1.713940e-04 -2.117956e-03  3.451228e-04   
srv_serror_rate     -4.015689e-05 -4.736625e-05  1.640568e-03 -2.076682e-04   
rerror_rate         -3.877361e-05 -1.454604e-04 -4.053885e-03  6.450784e-05   
srv_rerror_rate      7.327634e-06  4.549216e-05  2.344229e-03 -1.313329e-04   
same_srv_rate        9.430399e-05  3.933827e-04  1.909915e-05  4.069192e-04   
diff_srv_rate       -7.910662e-05  7.080799e-05 -3.313022e-04  6.151415e-05   
srv_diff_host_rate  -3.684520e-05  1.131109e-05 -1.733048e-05  7.584051e-06   
dst_host_count      -7.784891e-05 -8.171705e-06  4.028073e-05  1.333787e-04   
dst_host_srv_count  -1.811727e-04  2.091000e-04  5.564994e-05 -8.696226e-06   
...                           ...           ...           ...           ...   
service__remote_job  9.183315e-04  1.553479e-05 -1.892752e-02 -1.845100e-02   
service__rje         9.178739e-04  2.387339e-06 -1.881900e-02 -1.840108e-02   
service__shell       9.665306e-04  1.142259e-04 -1.822595e-02 -1.873158e-02   
service__smtp        5.754970e-04 -2.738447e-05 -1.731765e-02 -1.820297e-02   
service__sql_net     8.302622e-04  8.308361e-06 -1.812337e-02 -1.799222e-02   
service__ssh         8.345455e-04 -1.167617e-05 -1.806592e-02 -1.795766e-02   
service__sunrpc      8.231380e-04 -2.139260e-06 -1.785437e-02 -1.794066e-02   
service__supdup      8.092586e-04  8.790603e-06 -1.789466e-02 -1.785302e-02   
service__systat      8.059709e-04  1.045441e-05 -1.793634e-02 -1.784849e-02   
service__telnet      8.063585e-04 -1.079408e-04 -1.750560e-02 -1.806834e-02   
service__tftp_u     -4.657605e-04  1.231161e-04  2.594012e-02  9.876759e-01   
service__tim_i      -4.811942e-01  7.072442e-01 -2.946703e-03 -2.309672e-03   
service__time        8.076678e-04  3.278854e-05 -1.761840e-02 -1.784441e-02   
service__urh_i       7.206927e-01 -1.275295e-03 -1.791853e-03 -1.782005e-03   
service__urp_i       6.701044e-02 -3.296672e-05 -3.520640e-04 -1.113840e-03   
service__uucp        8.349237e-04  2.631273e-05 -1.783119e-02 -1.787857e-02   
service__uucp_path   7.933103e-04  4.368805e-06 -1.788878e-02 -1.782491e-02   
service__vmnet       7.909288e-04  5.513039e-06 -1.790821e-02 -1.783013e-02   
service__whois       8.000486e-04  6.497309e-06 -1.788415e-02 -1.781780e-02   
flag__OTH           -1.718204e-04 -3.185456e-04 -1.593018e-03 -2.927790e-04   
flag__REJ            1.612160e-04  4.092566e-05  3.175261e-03  5.182358e-04   
flag__RSTO           7.224066e-05  6.528261e-05  3.059086e-03  7.213839e-04   
flag__RSTOS0         3.640563e-04  3.263175e-04  1.159467e-03  2.738709e-04   
flag__RSTR           1.512565e-04  1.371264e-04  2.500048e-03 -2.632668e-04   
flag__S0             2.267522e-04 -1.012884e-05 -3.303238e-04  4.718774e-04   
flag__S1            -2.685911e-04 -2.334136e-04 -1.435946e-03 -3.610756e-04   
flag__S2            -1.255982e-04 -2.132956e-04 -1.050697e-03 -2.151707e-04   
flag__S3            -3.357471e-04 -9.636756e-05 -1.774000e-03 -3.212810e-04   
flag__SF            -1.286605e-04  9.384249e-06 -2.776808e-03 -3.384370e-05   
flag__SH             5.489563e-05  2.927148e-04 -9.330702e-04 -4.979512e-04   

                            PC113         PC114         PC115         PC116  \
duration            -1.401843e-05  3.647463e-07 -1.161639e-05 -8.875115e-06   
src_bytes           -6.743546e-05 -1.290689e-06  1.833715e-05 -8.682622e-06   
dst_bytes            2.033852e-05 -1.185327e-06  9.419003e-06  1.210389e-05   
land                 5.379300e-05  1.163934e-05 -2.387221e-05 -8.589159e-07   
wrong_fragment       2.395017e-06  8.606214e-07  1.100946e-05  4.681825e-06   
urgent               1.536720e-06 -3.843180e-08 -2.339816e-07  2.266993e-07   
hot                  1.375712e-05  3.122096e-07 -5.305467e-06  6.242581e-07   
num_failed_logins   -6.577703e-07  4.606897e-08  7.159628e-07  1.095345e-08   
logged_in           -6.523394e-05 -1.798360e-06  1.842334e-05 -9.304266e-06   
num_compromised     -7.579578e-06  2.997003e-07  1.140725e-05  4.294313e-06   
root_shell           2.061051e-05  3.810901e-08 -2.929207e-05 -1.084065e-05   
su_attempted         8.101455e-05 -2.854694e-06 -1.298189e-04 -6.886334e-05   
num_root             4.904088e-06 -9.167506e-08 -2.575580e-06  9.457472e-07   
num_file_creations   1.926462e-06  9.397725e-08  2.296414e-06  1.250629e-06   
num_shells           2.312405e-07 -5.159648e-08 -4.885718e-07 -2.234099e-07   
num_access_files     1.142531e-06 -4.575890e-08 -3.579713e-07 -1.624519e-07   
num_outbound_cmds   -2.556549e-16  3.761978e-16 -1.009934e-16 -2.057111e-15   
is_host_login       -3.134468e-04 -9.423608e-07 -8.888916e-06 -4.887145e-03   
is_guest_login      -2.283340e-04 -1.377373e-06  1.216626e-04 -1.058020e-05   
count               -3.497399e-04 -1.805741e-07  1.914852e-05 -8.687837e-05   
srv_count            1.980322e-04  3.830305e-07 -1.213669e-05  4.833944e-05   
serror_rate          9.070986e-04 -3.942344e-05 -7.476806e-04 -2.122314e-05   
srv_serror_rate     -6.118309e-04  2.691910e-05  4.698187e-04  3.725593e-06   
rerror_rate         -6.653514e-04 -2.947361e-05  7.067684e-04  9.257858e-05   
srv_rerror_rate      3.390246e-04  1.656679e-05 -3.324751e-04 -3.894074e-05   
same_srv_rate       -2.151259e-04 -3.947707e-06 -1.434597e-06 -5.173055e-05   
diff_srv_rate       -1.318049e-04 -1.703363e-06  1.280728e-05 -2.939301e-05   
srv_diff_host_rate  -8.638835e-06 -1.006861e-08  4.014132e-06 -7.980845e-07   
dst_host_count      -1.232625e-05  1.279875e-07  1.224763e-06 -1.563822e-06   
dst_host_srv_count  -8.683453e-06 -1.038493e-07 -5.162534e-06 -4.336615e-06   
...                           ...           ...           ...           ...   
service__remote_job -2.727225e-02 -1.080831e-07  1.141740e-03 -1.486343e-02   
service__rje        -2.725367e-02  3.540515e-07  1.152157e-03 -1.485386e-02   
service__shell      -2.758305e-02  8.021332e-06  1.062206e-03 -1.498027e-02   
service__smtp       -2.678497e-02  5.771330e-06  1.156068e-03 -1.472488e-02   
service__sql_net    -2.696288e-02  1.135406e-06  1.154329e-03 -1.477141e-02   
service__ssh        -2.686622e-02  1.565559e-06  1.137513e-03 -1.475114e-02   
service__sunrpc     -2.681795e-02  2.861689e-06  1.112832e-03 -1.474780e-02   
service__supdup     -2.677572e-02  1.208791e-06  1.123838e-03 -1.473083e-02   
service__systat     -2.676948e-02  1.040350e-06  1.137773e-03 -1.472347e-02   
service__telnet     -2.690071e-02  4.414139e-06  1.150983e-03 -1.475595e-02   
service__tftp_u     -8.845496e-02 -2.131101e-05  3.572393e-03 -2.228019e-02   
service__tim_i      -3.188899e-03 -2.035324e-08  1.401741e-04 -1.593517e-03   
service__time       -2.677930e-02  1.926758e-06  1.120775e-03 -1.473277e-02   
service__urh_i      -2.862181e-03 -4.836360e-07  1.273100e-04 -1.520773e-03   
service__urp_i      -2.324526e-03 -9.900331e-07  8.163999e-05 -1.388196e-03   
service__uucp       -2.702810e-02  2.370435e-06  1.140313e-03 -1.479322e-02   
service__uucp_path  -2.672968e-02  1.168090e-06  1.135964e-03 -1.471333e-02   
service__vmnet      -2.673515e-02  1.130889e-06  1.135482e-03 -1.471507e-02   
service__whois      -2.673866e-02  1.063508e-06  1.135580e-03 -1.471564e-02   
flag__OTH            1.307074e-04 -2.334224e-05  5.525947e-06  3.326247e-05   
flag__REJ            8.136165e-04  1.491300e-05 -1.062500e-03 -1.806532e-04   
flag__RSTO           9.489640e-04  1.086450e-05 -1.012917e-03 -1.216772e-04   
flag__RSTOS0        -1.078500e-04 -6.814909e-07  9.927201e-05  1.493594e-05   
flag__RSTR           9.472313e-04  9.775878e-06 -9.454511e-04 -1.015568e-04   
flag__S0            -8.653594e-04  6.939346e-08  7.128375e-04  4.907757e-05   
flag__S1            -4.929170e-04  1.877710e-06  4.860190e-04  3.907966e-05   
flag__S2            -7.757622e-04  1.269261e-05  7.142014e-04  5.176028e-05   
flag__S3            -3.535919e-04 -1.762351e-06  3.739991e-04  3.719640e-05   
flag__SF             3.029559e-05 -2.348527e-05 -2.607448e-06  1.190117e-05   
flag__SH            -2.753344e-04 -9.217310e-07  6.316212e-04  1.666738e-04   

                            PC117         PC118         PC119         PC120  \
duration             2.265176e-05 -2.849071e-16 -0.000000e+00 -0.000000e+00   
src_bytes           -1.048581e-05  8.617719e-16 -4.605430e-17 -5.641516e-17   
dst_bytes           -1.187717e-05  6.221751e-16  2.067293e-16  1.823288e-16   
land                -6.438078e-05 -2.828829e-16  3.702619e-15 -2.673859e-15   
wrong_fragment      -3.385503e-06  9.757111e-17 -5.655228e-18  4.225128e-17   
urgent               2.129259e-05 -3.907484e-17 -4.431395e-17 -5.960785e-17   
hot                  3.232589e-05  9.216804e-17  5.042527e-17 -3.397255e-17   
num_failed_logins    8.762459e-06  4.874303e-17 -4.426912e-18 -1.073245e-17   
logged_in            5.565584e-05 -3.739880e-15  5.527603e-17  2.195172e-16   
num_compromised     -3.535398e-04 -2.944502e-17 -4.690867e-17  1.739856e-17   
root_shell           7.919880e-04  6.915364e-17 -6.288004e-17 -7.950056e-16   
su_attempted         7.753214e-03  4.791744e-16 -1.403062e-16 -1.058187e-15   
num_root            -1.601412e-04  6.115240e-17  1.055434e-16  8.773406e-17   
num_file_creations   2.800897e-05 -5.604189e-17 -3.274790e-17 -1.146857e-16   
num_shells           1.877728e-05 -3.495331e-17 -1.148717e-16 -7.020483e-17   
num_access_files     7.768290e-05 -1.299304e-17 -2.415252e-17  8.948530e-17   
num_outbound_cmds   -1.318986e-15  1.347446e-01  5.058863e-01  7.005458e-01   
is_host_login        9.999572e-01  2.695607e-15 -3.959181e-15  7.235369e-15   
is_guest_login      -3.389553e-04  3.134015e-16 -1.013079e-15  6.383782e-16   
count                2.719262e-05 -1.554711e-17 -4.163336e-17  2.775558e-17   
srv_count           -1.584106e-05  7.009868e-17 -5.551115e-17 -1.110223e-16   
serror_rate          2.463625e-04 -3.306781e-16 -6.938894e-17  8.326673e-17   
srv_serror_rate     -3.816938e-05 -1.648581e-17 -2.081668e-16 -1.665335e-16   
rerror_rate         -2.114964e-05 -1.713910e-16 -1.318390e-16 -6.938894e-18   
srv_rerror_rate      3.186230e-05  1.954746e-16  6.245005e-17  1.040834e-16   
same_srv_rate        3.025314e-05 -1.479963e-16 -1.249001e-16 -6.938894e-17   
diff_srv_rate        3.061668e-05  3.140798e-18  2.775558e-17  1.110223e-16   
srv_diff_host_rate  -4.068345e-06  4.934229e-17  4.163336e-17 -1.387779e-17   
dst_host_count      -1.250855e-05 -4.243347e-17 -2.775558e-17 -1.110223e-16   
dst_host_srv_count   6.452562e-06  5.077317e-18 -1.387779e-16 -1.110223e-16   
...                           ...           ...           ...           ...   
service__remote_job -7.149582e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__rje        -6.230744e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__shell      -2.508924e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__smtp       -5.395468e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__sql_net    -7.297666e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__ssh        -7.429969e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__sunrpc     -8.031082e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__supdup     -7.942399e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__systat     -7.953963e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__telnet     -2.496099e-04 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__tftp_u     -1.872407e-04 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__tim_i       1.804821e-05 -8.738430e-02  9.028142e-02  8.813943e-02   
service__time       -8.339240e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__urh_i      -1.115154e-05 -8.738430e-02  9.028142e-02  8.813943e-02   
service__urp_i      -4.355905e-05 -8.738430e-02  9.028142e-02  8.813943e-02   
service__uucp       -6.675103e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__uucp_path  -7.981452e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__vmnet      -7.966775e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
service__whois      -7.845737e-05 -4.313975e-02  7.627418e-02 -7.102353e-03   
flag__OTH            1.881120e-04  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__REJ            5.903455e-05  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__RSTO           7.684989e-05  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__RSTOS0        -1.000422e-04  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__RSTR           1.343525e-04  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__S0             6.495946e-05  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__S1            -2.839931e-04  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__S2            -3.140672e-04  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__S3            -1.243964e-04  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__SF             3.420002e-05  7.150478e-02  1.701683e-01 -2.004618e-01   
flag__SH             2.649906e-04  7.150478e-02  1.701683e-01 -2.004618e-01   

                            PC121         PC122  
duration             0.000000e+00  0.000000e+00  
src_bytes            6.438283e-17  2.636780e-16  
dst_bytes           -8.942611e-18  3.241743e-16  
land                -6.786330e-16 -3.498950e-15  
wrong_fragment       5.256920e-17  6.788426e-17  
urgent              -9.602961e-18 -3.149100e-17  
hot                 -2.589546e-17  2.515970e-17  
num_failed_logins    1.221599e-17 -1.023940e-17  
logged_in            1.455542e-16 -1.658107e-15  
num_compromised     -2.447986e-17  9.212435e-17  
root_shell          -3.877989e-16  6.619298e-18  
su_attempted         8.000408e-17  2.319942e-16  
num_root             7.561743e-17 -8.118304e-17  
num_file_creations   1.982310e-17  6.452599e-19  
num_shells          -6.081075e-17  1.533698e-16  
num_access_files    -6.327774e-18 -4.697849e-17  
num_outbound_cmds    2.654622e-01 -4.058180e-01  
is_host_login       -1.912627e-15  3.636062e-15  
is_guest_login       4.857226e-17  4.857226e-16  
count                2.081668e-17 -1.110223e-16  
srv_count           -4.076600e-17  1.526557e-16  
serror_rate         -2.081668e-17 -2.081668e-17  
srv_serror_rate     -5.551115e-17  1.804112e-16  
rerror_rate         -1.179612e-16 -9.367507e-17  
srv_rerror_rate      8.326673e-17  7.285839e-17  
same_srv_rate       -2.775558e-17 -6.245005e-17  
diff_srv_rate        4.163336e-17  5.551115e-17  
srv_diff_host_rate   1.040834e-16 -6.938894e-17  
dst_host_count      -2.428613e-17  6.938894e-18  
dst_host_srv_count  -6.938894e-17  1.665335e-16  
...                           ...           ...  
service__remote_job  2.453772e-02  8.454906e-02  
service__rje         2.453772e-02  8.454906e-02  
service__shell       2.453772e-02  8.454906e-02  
service__smtp        2.453772e-02  8.454906e-02  
service__sql_net     2.453772e-02  8.454906e-02  
service__ssh         2.453772e-02  8.454906e-02  
service__sunrpc      2.453772e-02  8.454906e-02  
service__supdup      2.453772e-02  8.454906e-02  
service__systat      2.453772e-02  8.454906e-02  
service__telnet      2.453772e-02  8.454906e-02  
service__tftp_u      2.453772e-02  8.454906e-02  
service__tim_i      -3.557961e-01  2.939491e-03  
service__time        2.453772e-02  8.454906e-02  
service__urh_i      -3.557961e-01  2.939491e-03  
service__urp_i      -3.557961e-01  2.939491e-03  
service__uucp        2.453772e-02  8.454906e-02  
service__uucp_path   2.453772e-02  8.454906e-02  
service__vmnet       2.453772e-02  8.454906e-02  
service__whois       2.453772e-02  8.454906e-02  
flag__OTH           -2.508755e-02 -1.265882e-01  
flag__REJ           -2.508755e-02 -1.265882e-01  
flag__RSTO          -2.508755e-02 -1.265882e-01  
flag__RSTOS0        -2.508755e-02 -1.265882e-01  
flag__RSTR          -2.508755e-02 -1.265882e-01  
flag__S0            -2.508755e-02 -1.265882e-01  
flag__S1            -2.508755e-02 -1.265882e-01  
flag__S2            -2.508755e-02 -1.265882e-01  
flag__S3            -2.508755e-02 -1.265882e-01  
flag__SF            -2.508755e-02 -1.265882e-01  
flag__SH            -2.508755e-02 -1.265882e-01  

[122 rows x 122 columns] 

Eigenvalues   : [8.27615546 5.05288612 2.42671992 2.05509602 1.76432058 1.60271622]
%Explained_Var: [25.0932622  15.32032558  7.35780272  6.23104093  5.34941123  4.8594276 ]
%Cumulative   : [25.0932622  40.41358779 47.77139051 54.00243143 59.35184266 64.21127026]

# scree plot
num_vars= len(features)
fig = plt.figure(figsize=(20,5))
sing_vals = np.arange(num_vars) + 1

plt.plot(sing_vals, eigval, 'ro-', linewidth=1)
plt.title('Scree Plot')
plt.xlabel('Principal Component')
plt.ylabel('Eigenvalue')
plt.grid(); plt.show()

The original data has 122 columns. In this section, the code projects the original data which is 122 dimensional into 2 dimensions. I should note that after dimensionality reduction, there usually isn’t a particular meaning assigned to each principal component. The new components are just the two main dimensions of variation.</p>

#PCA Projection to 9D
pca_2D = PCA(n_components=2)
principalComponents = pca_2D.fit_transform(X_train_norm)
principalDf = pd.DataFrame(data = principalComponents
             , columns = ['principal component 1', 'principal component 2'])

finalDf = pd.concat([principalDf, y_train], axis = 1)

finalDf.head()

	principal component 1	principal component 2	attack
0	-0.917040	-0.063066	0
1	0.401358	1.037539	0
2	3.955818	-1.730623	1
3	-2.810048	-0.950126	0
4	-2.400080	-0.748552	0

The explained variance tells you how much information (variance) can be attributed to each of the principal components. This is important as while you can convert 122 dimensional space to 2 dimensional space, you lose some of the variance (information) when you do this. By using the attribute explained_variance_ratio_, you can see that the first principal component contains 25.09% of the variance and the second principal component contains 15.32% of the variance. Together, the two components contain 40.41% of the information.

pca_2D.explained_variance_ratio_

array([0.25093262, 0.15320326])

The original data has 122 columns. In this section, the code projects the original data which is 122 dimensional into 7 dimensions based on the scree plot. I should note that after dimensionality reduction, there usually isn’t a particular meaning assigned to each principal component. The new components are just the two main dimensions of variation.</p>

#PCA Projection to 7D
pca_7D = PCA(n_components=7)
pca_7D.fit_transform(X_train_norm)

array([[-0.9170399 , -0.06306549,  0.10214446, ...,  0.2158322 ,
        -0.62562008, -0.17870034],
       [ 0.40135827,  1.03753873,  0.42335909, ...,  1.95376345,
        -2.10344274, -0.93093108],
       [ 3.95581769, -1.73062304,  0.01653199, ..., -0.47924133,
         0.01540081,  0.02215463],
       ...,
       [-0.8804901 , -0.72110432,  0.1990841 , ..., -0.14479514,
        -1.15880611, -0.22383294],
       [ 4.00991211, -1.74071553,  0.02762163, ..., -0.39572601,
         0.04794446,  0.07956033],
       [-0.97945248, -0.17267524,  0.05324812, ...,  0.42008631,
        -0.63214051, -0.20107776]])

pca_7D.explained_variance_ratio_

array([0.25093262, 0.15320326, 0.07357803, 0.06231041, 0.05349411,
       0.04859428, 0.03481711])

Together, 7 dimensions contain 68.33% of the information which is not high enough. Try 15 components

#PCA Projection to 16D
pca_16D = PCA(n_components=16)
pca_16D.fit_transform(X_train_norm)
pca_16D.explained_variance_ratio_

array([0.25093262, 0.15320326, 0.07357803, 0.06231041, 0.05349411,
       0.04859428, 0.03481711, 0.03350929, 0.03155065, 0.03131166,
       0.02822975, 0.0265458 , 0.02582718, 0.02070056, 0.01689784,
       0.01467347])

Together, 16 dimensions contain >90% of the information which is not high enough.

Apply Decision Tree with PCA

scikit-learn choose the minimum number of principal components such that 95% of the variance is retained

pca = PCA(.95)

pca.fit(X_train_norm)
X_train_pca = pca.transform(X_train_norm)
X_test_pca = pca.transform(X_test_norm)

dt_pca = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_pca.fit(X_train_pca, y_train)
print("Accuracy on training set: {:.3f}".format(dt_pca.score(X_train_pca, y_train)))
print("Accuracy on test set: {:.3f}".format(dt_pca.score(X_test_pca, y_test)))

Accuracy on training set: 1.000
Accuracy on test set: 0.763

#predict the data
y_pred_pca = dt_pca.predict(X_test_pca)

#print report
print(confusion_matrix(y_test, y_pred_pca))  
print(classification_report(y_test, y_pred_pca))

[[9419  292]
 [5061 7772]]
              precision    recall  f1-score   support

           0       0.65      0.97      0.78      9711
           1       0.96      0.61      0.74     12833

    accuracy                           0.76     22544
   macro avg       0.81      0.79      0.76     22544
weighted avg       0.83      0.76      0.76     22544

Feature Selection and Elimination

Variance Thresholding, F-test, RFE and PCA have been applied. RFE improved the accuracy significantly.

Hyperparameter Tuning

params = {'criterion':['gini','entropy'],
              'splitter':['best','random'],
              'max_features': ['auto', 'log2'],
              'max_depth':[3,5,10,30],
              'min_samples_leaf':[2,7,10,20],
              'min_samples_split':[2,3,5],
              'random_state':[0]}

grid = GridSearchCV(DecisionTreeClassifier(), params, cv=5, scoring='accuracy')

# fit the grid with data
grid.fit(X_train_norm, y_train)
    

GridSearchCV(cv=5, error_score='raise-deprecating',
             estimator=DecisionTreeClassifier(class_weight=None,
                                              criterion='gini', max_depth=None,
                                              max_features=None,
                                              max_leaf_nodes=None,
                                              min_impurity_decrease=0.0,
                                              min_impurity_split=None,
                                              min_samples_leaf=1,
                                              min_samples_split=2,
                                              min_weight_fraction_leaf=0.0,
                                              presort=False, random_state=None,
                                              splitter='best'),
             iid='warn', n_jobs=None,
             param_grid={'criterion': ['gini', 'entropy'],
                         'max_depth': [3, 5, 10, 30],
                         'max_features': ['auto', 'log2'],
                         'min_samples_leaf': [2, 7, 10, 20],
                         'min_samples_split': [2, 3, 5], 'random_state': [0],
                         'splitter': ['best', 'random']},
             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,
             scoring='accuracy', verbose=0)

# examine the best model

# Single best score achieved across all params
print(grid.best_score_)

# Dictionary containing the parameters used to generate that score
print(grid.best_params_)

# Actual model object fit with those best parameters
# Shows default parameters that we did not specify
print(grid.best_estimator_)

0.9958483167027855
{'criterion': 'gini', 'max_depth': 30, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 2, 'random_state': 0, 'splitter': 'best'}
DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=30,
                       max_features='auto', max_leaf_nodes=None,
                       min_impurity_decrease=0.0, min_impurity_split=None,
                       min_samples_leaf=2, min_samples_split=2,
                       min_weight_fraction_leaf=0.0, presort=False,
                       random_state=0, splitter='best')

dt_grid = DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=30,
                       max_features='auto', max_leaf_nodes=None,
                       min_impurity_decrease=0.0, min_impurity_split=None,
                       min_samples_leaf=2, min_samples_split=2,
                       min_weight_fraction_leaf=0.0, presort=False,
                       random_state=0, splitter='best')

dt_grid.fit(X_train_norm, y_train)
print("Accuracy on training set: {:.3f}".format(dt_grid.score(X_train_norm, y_train)))
print("Accuracy on test set: {:.3f}".format(dt_grid.score(X_test_norm, y_test)))

Accuracy on training set: 0.997
Accuracy on test set: 0.792

#predict the data
y_pred_grid= dt_grid.predict(X_test_norm)

#print report
print(confusion_matrix(y_test, y_pred_grid))  
print(classification_report(y_test, y_pred_grid))

[[9423  288]
 [4404 8429]]
              precision    recall  f1-score   support

           0       0.68      0.97      0.80      9711
           1       0.97      0.66      0.78     12833

    accuracy                           0.79     22544
   macro avg       0.82      0.81      0.79     22544
weighted avg       0.84      0.79      0.79     22544

dt_rfe_grid = RFE(estimator=DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=30,
                       max_features='auto', max_leaf_nodes=None,
                       min_impurity_decrease=0.0, min_impurity_split=None,
                       min_samples_leaf=2, min_samples_split=2,
                       min_weight_fraction_leaf=0.0, presort=False,
                       random_state=0, splitter='best'), n_features_to_select=15, step=1)
dt_rfe_grid.fit(X_train_norm, y_train.values.ravel())

RFE(estimator=DecisionTreeClassifier(class_weight=None, criterion='gini',
                                     max_depth=30, max_features='auto',
                                     max_leaf_nodes=None,
                                     min_impurity_decrease=0.0,
                                     min_impurity_split=None,
                                     min_samples_leaf=2, min_samples_split=2,
                                     min_weight_fraction_leaf=0.0,
                                     presort=False, random_state=0,
                                     splitter='best'),
    n_features_to_select=15, step=1, verbose=0)

print("Accuracy on rfe normalized training set: {:.3f}".format(dt_rfe_grid.score(X_train_norm, y_train)))
print("Accuracy on rfe normalized test set: {:.3f}".format(dt_rfe_grid.score(X_test_norm, y_test)))

Accuracy on rfe normalized training set: 0.998
Accuracy on rfe normalized test set: 0.731

#predict the data
y_pred_rfe_grid = dt_rfe_grid.predict(X_test_norm)

#print report
print(confusion_matrix(y_test, y_pred_rfe_grid))  
print(classification_report(y_test, y_pred_rfe_grid))

[[9442  269]
 [5792 7041]]
              precision    recall  f1-score   support

           0       0.62      0.97      0.76      9711
           1       0.96      0.55      0.70     12833

    accuracy                           0.73     22544
   macro avg       0.79      0.76      0.73     22544
weighted avg       0.82      0.73      0.72     22544

Plot Decision Tree

#DT visualizatin method 1
from sklearn.tree import export_graphviz

dotfile = open("dt2.dot", 'w')

export_graphviz(dt_grid, out_file=dotfile,feature_names = X_train_norm.columns,class_names=['0','1'])
dotfile.close()
# Copying the contents of the created file ('dt2.dot' ) to a graphviz rendering agent at http://webgraphviz.com/
# check out https://www.kdnuggets.com/2017/05/simplifying-decision-tree-interpretation-decision-rules-python.html

#DT visualizatin method 2
# need to install Graphviz first https://graphviz.gitlab.io/_pages/Download/Download_windows.html
from sklearn.tree import export_graphviz
import os

os.environ["PATH"] += os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin/'

export_graphviz(dt_grid, out_file='tree.dot', feature_names=X_train_norm.columns,class_names=['0','1'])
# Convert to png using system command (requires Graphviz)
from subprocess import call
call(['dot', '-Tpng', 'tree.dot', '-o', 'tree.png', '-Gdpi=600'])

# Display in jupyter notebook
from IPython.display import Image
Image(filename = 'tree.png')

#DT visualizatin method 3
#!conda install -y pydotplus
from sklearn.tree import export_graphviz
from sklearn.externals.six import StringIO  
from IPython.display import Image  
import pydotplus
import os
os.environ["PATH"] += os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin/'

dot_data = StringIO()
export_graphviz(dt_grid, out_file=dot_data,  
                filled=True, rounded=True,
                special_characters=True,feature_names = X_train_norm.columns,class_names=['0','1'])
graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  
graph.write_png('cyber.png')
Image(graph.create_png())

Plot ROC Curve

from sklearn import metrics

fpr1, tpr1, thresholds1 = metrics.roc_curve(y_test,  y_pred)
auc1 = metrics.roc_auc_score(y_test, y_pred)
plt.plot(fpr1,tpr1,label="DT without process, auc="+str(auc1))
plt.plot([0,2],[0,2],'k--')

fpr2, tpr2, thresholds2 = metrics.roc_curve(y_test,  y_pred_norm)
auc2 = metrics.roc_auc_score(y_test, y_pred_norm)
plt.plot(fpr2,tpr2,label="DT after normalisation, auc="+str(auc1))
plt.plot([0,2],[0,2],'k--')

fpr3, tpr3, thresholds3 = metrics.roc_curve(y_test,y_pred_var)
auc3 = metrics.roc_auc_score(y_test, y_pred_var)
plt.plot(fpr3,tpr3,label="DT after Variance Thresholding, auc="+str(auc3))
plt.plot([0,2],[0,2],'k--')

fpr4, tpr4, thresholds4 = metrics.roc_curve(y_test,  y_pred_f)
auc4 = metrics.roc_auc_score(y_test, y_pred_f)
plt.plot(fpr4,tpr4,label="DT after F-test, auc="+str(auc4))
plt.plot([0,2],[0,2],'k--')

fpr5, tpr5, thresholds5 = metrics.roc_curve(y_test,  y_pred_rfe)
auc5 = metrics.roc_auc_score(y_test, y_pred_rfe)
plt.plot(fpr5,tpr5,label="DT after RFE, auc="+str(auc5))
plt.plot([0,2],[0,2],'k--')

fpr6, tpr6, thresholds6 = metrics.roc_curve(y_test,  y_pred_pca)
auc6 = metrics.roc_auc_score(y_test, y_pred_rfe)
plt.plot(fpr6,tpr6,label="DT after PCA, auc="+str(auc6))
plt.plot([0,2],[0,2],'k--')

fpr7, tpr7, thresholds7 = metrics.roc_curve(y_test,  y_pred_grid)
auc7 = metrics.roc_auc_score(y_test, y_pred_grid)
plt.plot(fpr7,tpr7,label="DT after Grid Search, auc="+str(auc7))
plt.plot([0,2],[0,2],'k--')

fpr8, tpr8, thresholds8 = metrics.roc_curve(y_test,  y_pred_rfe_grid)
auc8 = metrics.roc_auc_score(y_test, y_pred_rfe_grid)
plt.plot(fpr8,tpr8,label="DT after Grid Search+rfe, auc="+str(auc8))
plt.plot([0,2],[0,2],'k--')

plt.xlabel('fpr')
plt.ylabel('tpr')
plt.title(' ROC curve')

plt.legend(loc=2)
plt.show()